From befa7e10cf1cc042c2bd1dc5cb0e464f965f1439 Mon Sep 17 00:00:00 2001
From: Brian Rose <brose@albany.edu>
Date: Fri, 7 Jun 2024 16:04:59 -0400
Subject: [PATCH 1/3] Install xeofs from conda-forge

---
 environment.yml | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/environment.yml b/environment.yml
index faf7df0..b6dfae6 100644
--- a/environment.yml
+++ b/environment.yml
@@ -20,6 +20,4 @@ dependencies:
   - cftime
   - pydap
   - sphinx-pythia-theme
-  - pip
-  - pip:
-      - xeofs
+  - xeofs

From c51effd70f0a8a260d65f792528293b629234035 Mon Sep 17 00:00:00 2001
From: Brian Rose <brose@albany.edu>
Date: Fri, 7 Jun 2024 16:05:45 -0400
Subject: [PATCH 2/3] scholarly citations with DOIs

---
 _config.yml                         |    4 +
 _toc.yml                            |    3 +
 notebooks/climate-modes-xeofs.ipynb | 2490 ++++++++++++++++++++++++++-
 notebooks/eof-intro.ipynb           |   46 +-
 references.bib                      |  121 ++
 references.md                       |    5 +
 6 files changed, 2594 insertions(+), 75 deletions(-)
 create mode 100644 references.bib
 create mode 100644 references.md

diff --git a/_config.yml b/_config.yml
index 464ef6e..6edadb3 100644
--- a/_config.yml
+++ b/_config.yml
@@ -25,10 +25,14 @@ parse:
     - smartquotes
     - substitution
 
+bibtex_bibfiles:
+    - references.bib
+
 sphinx:
   config:
     linkcheck_ignore: ["https://doi.org/*"] # don't run link checker on DOI links since they are immutable
     nb_execution_raise_on_error: true # raise exception in build if there are notebook errors (this flag is ignored if building on binder)
+    bibtex_reference_style: author_year
     html_favicon: notebooks/images/icons/favicon.ico
     html_last_updated_fmt: "%-d %B %Y"
     html_theme: sphinx_pythia_theme
diff --git a/_toc.yml b/_toc.yml
index 7665b94..dfe352a 100644
--- a/_toc.yml
+++ b/_toc.yml
@@ -8,3 +8,6 @@ parts:
     chapters:
       - file: notebooks/eof-intro
       - file: notebooks/climate-modes-xeofs
+  - caption: Appendix
+    chapters:
+      - file: references
diff --git a/notebooks/climate-modes-xeofs.ipynb b/notebooks/climate-modes-xeofs.ipynb
index 7382b24..8a359c6 100644
--- a/notebooks/climate-modes-xeofs.ipynb
+++ b/notebooks/climate-modes-xeofs.ipynb
@@ -52,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -78,12 +78,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We will use the [NOAA Extended Reconstructed Sea Surface Temperature version 5 (ERSSTv5)](https://www.psl.noaa.gov/data/gridded/data.noaa.oisst.v2.html) monthly gridded dataset, which is accessible using [OPeNDAP](https://www.opendap.org/). More information on [using OPeNDAP to access NOAA data can be found here](https://psl.noaa.gov/data/help/using_opendap.html)."
+    "We will use the [NOAA Extended Reconstructed Sea Surface Temperature version 5 (ERSSTv5)](https://www.psl.noaa.gov/data/gridded/data.noaa.oisst.v2.html) monthly gridded dataset {cite:p}`Huang:2017a`, which is accessible using [OPeNDAP](https://www.opendap.org/). More information on [using OPeNDAP to access NOAA data can be found here](https://psl.noaa.gov/data/help/using_opendap.html)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,11 +92,464 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
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+       "    actual_range:  [-1.8     42.32636]\n",
+       "    valid_range:   [-1.8 45. ]\n",
+       "    _ChunkSizes:   [  1  89 180]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2045</li><li><span class='xr-has-index'>lat</span>: 89</li><li><span class='xr-has-index'>lon</span>: 180</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-3e881283-6ef1-4c23-90af-8baaaf920a18' class='xr-array-in' type='checkbox' checked><label for='section-3e881283-6ef1-4c23-90af-8baaaf920a18' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[32760900 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-66f830a1-8697-4f0e-bd88-4b22c2153e91' class='xr-section-summary-in' type='checkbox'  checked><label for='section-66f830a1-8697-4f0e-bd88-4b22c2153e91' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>88.0 86.0 84.0 ... -86.0 -88.0</div><input id='attrs-0d144b1c-c411-4568-bbec-1518e78fe0d7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d144b1c-c411-4568-bbec-1518e78fe0d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e7ff2d6-7670-4727-bf7f-f8c2cf1ea9e5' class='xr-var-data-in' type='checkbox'><label for='data-3e7ff2d6-7670-4727-bf7f-f8c2cf1ea9e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>actual_range :</span></dt><dd>[ 88. -88.]</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>coordinate_defines :</span></dt><dd>center</dd></dl></div><div class='xr-var-data'><pre>array([ 88.,  86.,  84.,  82.,  80.,  78.,  76.,  74.,  72.,  70.,  68.,  66.,\n",
+       "        64.,  62.,  60.,  58.,  56.,  54.,  52.,  50.,  48.,  46.,  44.,  42.,\n",
+       "        40.,  38.,  36.,  34.,  32.,  30.,  28.,  26.,  24.,  22.,  20.,  18.,\n",
+       "        16.,  14.,  12.,  10.,   8.,   6.,   4.,   2.,   0.,  -2.,  -4.,  -6.,\n",
+       "        -8., -10., -12., -14., -16., -18., -20., -22., -24., -26., -28., -30.,\n",
+       "       -32., -34., -36., -38., -40., -42., -44., -46., -48., -50., -52., -54.,\n",
+       "       -56., -58., -60., -62., -64., -66., -68., -70., -72., -74., -76., -78.,\n",
+       "       -80., -82., -84., -86., -88.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 354.0 356.0 358.0</div><input id='attrs-67cd0d46-47af-4230-91f0-3c39a04eae0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67cd0d46-47af-4230-91f0-3c39a04eae0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-971c6d73-d553-4504-afda-0937af4b8f4f' class='xr-var-data-in' type='checkbox'><label for='data-971c6d73-d553-4504-afda-0937af4b8f4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>actual_range :</span></dt><dd>[  0. 358.]</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>coordinate_defines :</span></dt><dd>center</dd></dl></div><div class='xr-var-data'><pre>array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,\n",
+       "        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,\n",
+       "        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,\n",
+       "        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,\n",
+       "        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,\n",
+       "       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,\n",
+       "       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,\n",
+       "       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,\n",
+       "       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,\n",
+       "       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,\n",
+       "       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,\n",
+       "       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,\n",
+       "       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,\n",
+       "       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,\n",
+       "       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.],\n",
+       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1854-01-01 ... 2024-05-01</div><input id='attrs-e54d65ee-61da-439e-8b5b-5606fa976d59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e54d65ee-61da-439e-8b5b-5606fa976d59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd528085-a171-4fe0-b16d-fdee6fd3b426' class='xr-var-data-in' type='checkbox'><label for='data-bd528085-a171-4fe0-b16d-fdee6fd3b426' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>delta_t :</span></dt><dd>0000-01-00 00:00:00</dd><dt><span>avg_period :</span></dt><dd>0000-01-00 00:00:00</dd><dt><span>prev_avg_period :</span></dt><dd>0000-00-07 00:00:00</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>actual_range :</span></dt><dd>[19723. 81935.]</dd><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1854-01-01T00:00:00.000000000&#x27;, &#x27;1854-02-01T00:00:00.000000000&#x27;,\n",
+       "       &#x27;1854-03-01T00:00:00.000000000&#x27;, ..., &#x27;2024-03-01T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2024-04-01T00:00:00.000000000&#x27;, &#x27;2024-05-01T00:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c1871450-bf80-4135-ba54-259ff74d82f8' class='xr-section-summary-in' type='checkbox'  ><label for='section-c1871450-bf80-4135-ba54-259ff74d82f8' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-79ec92de-bd03-4681-91db-ce17d1c6d4a3' class='xr-index-data-in' type='checkbox'/><label for='index-79ec92de-bd03-4681-91db-ce17d1c6d4a3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 88.0,  86.0,  84.0,  82.0,  80.0,  78.0,  76.0,  74.0,  72.0,  70.0,\n",
+       "        68.0,  66.0,  64.0,  62.0,  60.0,  58.0,  56.0,  54.0,  52.0,  50.0,\n",
+       "        48.0,  46.0,  44.0,  42.0,  40.0,  38.0,  36.0,  34.0,  32.0,  30.0,\n",
+       "        28.0,  26.0,  24.0,  22.0,  20.0,  18.0,  16.0,  14.0,  12.0,  10.0,\n",
+       "         8.0,   6.0,   4.0,   2.0,   0.0,  -2.0,  -4.0,  -6.0,  -8.0, -10.0,\n",
+       "       -12.0, -14.0, -16.0, -18.0, -20.0, -22.0, -24.0, -26.0, -28.0, -30.0,\n",
+       "       -32.0, -34.0, -36.0, -38.0, -40.0, -42.0, -44.0, -46.0, -48.0, -50.0,\n",
+       "       -52.0, -54.0, -56.0, -58.0, -60.0, -62.0, -64.0, -66.0, -68.0, -70.0,\n",
+       "       -72.0, -74.0, -76.0, -78.0, -80.0, -82.0, -84.0, -86.0, -88.0],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f8043f56-31dd-4543-b3bd-98555d6419b3' class='xr-index-data-in' type='checkbox'/><label for='index-f8043f56-31dd-4543-b3bd-98555d6419b3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.0,   2.0,   4.0,   6.0,   8.0,  10.0,  12.0,  14.0,  16.0,  18.0,\n",
+       "       ...\n",
+       "       340.0, 342.0, 344.0, 346.0, 348.0, 350.0, 352.0, 354.0, 356.0, 358.0],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=180))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b89e3c1d-3199-40c4-8cfc-2b1e5172b307' class='xr-index-data-in' type='checkbox'/><label for='index-b89e3c1d-3199-40c4-8cfc-2b1e5172b307' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1854-01-01&#x27;, &#x27;1854-02-01&#x27;, &#x27;1854-03-01&#x27;, &#x27;1854-04-01&#x27;,\n",
+       "               &#x27;1854-05-01&#x27;, &#x27;1854-06-01&#x27;, &#x27;1854-07-01&#x27;, &#x27;1854-08-01&#x27;,\n",
+       "               &#x27;1854-09-01&#x27;, &#x27;1854-10-01&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2023-08-01&#x27;, &#x27;2023-09-01&#x27;, &#x27;2023-10-01&#x27;, &#x27;2023-11-01&#x27;,\n",
+       "               &#x27;2023-12-01&#x27;, &#x27;2024-01-01&#x27;, &#x27;2024-02-01&#x27;, &#x27;2024-03-01&#x27;,\n",
+       "               &#x27;2024-04-01&#x27;, &#x27;2024-05-01&#x27;],\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2045, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7f7536dc-f7ed-4ab2-9cd3-013472e8959f' class='xr-section-summary-in' type='checkbox'  ><label for='section-7f7536dc-f7ed-4ab2-9cd3-013472e8959f' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Monthly Means of Sea Surface Temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>var_desc :</span></dt><dd>Sea Surface Temperature</dd><dt><span>level_desc :</span></dt><dd>Surface</dd><dt><span>statistic :</span></dt><dd>Mean</dd><dt><span>dataset :</span></dt><dd>NOAA Extended Reconstructed SST V5</dd><dt><span>parent_stat :</span></dt><dd>Individual Values</dd><dt><span>actual_range :</span></dt><dd>[-1.8     42.32636]</dd><dt><span>valid_range :</span></dt><dd>[-1.8 45. ]</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1  89 180]</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'sst' (time: 2045, lat: 89, lon: 180)> Size: 131MB\n",
+       "[32760900 values with dtype=float32]\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n",
+       "  * lon      (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n",
+       "  * time     (time) datetime64[ns] 16kB 1854-01-01 1854-02-01 ... 2024-05-01\n",
+       "Attributes:\n",
+       "    long_name:     Monthly Means of Sea Surface Temperature\n",
+       "    units:         degC\n",
+       "    var_desc:      Sea Surface Temperature\n",
+       "    level_desc:    Surface\n",
+       "    statistic:     Mean\n",
+       "    dataset:       NOAA Extended Reconstructed SST V5\n",
+       "    parent_stat:   Individual Values\n",
+       "    actual_range:  [-1.8     42.32636]\n",
+       "    valid_range:   [-1.8 45. ]\n",
+       "    _ChunkSizes:   [  1  89 180]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "sst = xr.open_dataset(data_url, engine='pydap').sst\n",
+    "sst = xr.open_dataset(data_url).sst\n",
     "sst"
    ]
   },
@@ -109,9 +562,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.QuadMesh at 0x16c433450>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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WrVqoVasWpkyZgsjISPTs2dO3QIOIoBlEbd68GQ8++CA6d+4MAKhRowaWLFmCHTt2AIDicUsAyMrKQlxcHD799FM888wzPsegd/5STsfSp5zVudev2m+c++8E4U+8EV8HoohcDb04g1F07hxE+Xo7zxz//vsvevfujTNnziAmJga33XYbvv/+e7Rv3x4AMHbsWOTl5WHw4MG4ePEimjVrhjVr1txQkxZBM4hq2bIl5s+fj3/++Qe1a9fGH3/8gY0bN2LWrFkA4PFxS61BVEFBgeTxztzc3BLdDoIgCIIIBj744APd5RzHISMjQ/PJvhuBoBlEvfDCC8jJyUHdunVhtVpht9uRmZmJxx9/HIBT3AaYf9xy6tSpmDRpUskFThAEQRA+QrnzApOgEZZ/9tln+Pjjj/Hpp5/i999/R1ZWFmbMmIGsrCxJPbOPW44bNw45OTnC6+TJkyUSP0EQBEF4S1mkfSE8EzQzUWPGjMGLL76Ixx57DADQoEEDHD9+HFOnTkXfvn0RHx8PwPzjljabTdUjw2rhEOYa9nOiMgbnsLv+FjsLeJkqyuIe819x0Pi/JCAtFEGYw4wWKFi0T2UFXX0IIIhmoq5duwaLRRqu1WoVLA7ocUuCIAjiesXih7x5Fhr5+Z2gmYnq0qULMjMzkZSUhHr16mHXrl2YOXMmBgwYAAD0uCVBEARx3eJPs03CfwTNIGrOnDl4+eWXMXjwYJw9exaJiYl45plnMGHCBKEOPW5JEARBEERpwfG8XMxzY5Obm4uYmBicOJ2NCjFOW3w2dg8RDeIFLZS9SPqZdzmoW9zjUz7EqbnKd41Z2S5ngvcwq1Jr5S5w3sJ0uKKwiw6X3aF/6MSCerZO1iRYD3pJ6TSC0TeGIAKNYNFR+eP7zi7bubm5SK6agJycHMOpVMzAfpNmxdyCCM43fW0eb8eInEMlFuuNSNDMRBEEQRDEjQpZHAQmNIgiCIIgiACHNFGBSdA8nUcQBEEQBBFI0EyUBuI8RRbe5QlVXCQs5+yFzjcuLRRX7PrMNEvi/xiK8gEAEVYDu5tpqlxaKKat4qyhzo/WMHeMVmcdC1M4udpyrA8xnPQv7+r3WrFbHRUe4uwvr1ilfSkTLNoK4sahLHOxydcdqBo+FlcgfX/9va+ES6nrGq9n5uxPrPDD7bxgFcMGMDSIIgiCIIgAx+KH23kWciz3O3Q7jyAIgiAIwgtoJoogCIIgAhy/PJ1HE1F+hwZRGoQVXUNIvusGst2le7KLNFHMF0ruDyVUcE/ycZxFc5kcXtBCOR9GZdolQeck8omysvx8ahooObJ1Frm6EXtU+aKFMqPZCCS9BMNfMXmjvzCz7kDVwtwI+Puc9uZYqrXxx7nr7/OK9Veec14zbeVj/Nq/EXKu5hmuy66CvEoZu0ay3KnuvKnObSvkC30J0zB+eTqPbuf5HbqdRxAEQRAE4QU0E0UQBEEQAQ7dzgtMaBBFEARBEAEO3c4LTGgQpYHl6jlYOKfWgHNpoiTwUm8md0OXTsnivlPKdE4h1eoZXn/R2WPOdbv655kHlMMdC8++ECwWpqNi+ieRDorl3nPIUiUW2EveOCQQNVAlRUlva0nppwLJA8lf+Lr9ZtrL6+pt0wU/aaE8rdtI/KxuSR3/K7zT3w6XLwlltqgKXvdnhmKd3KKRoc5ro7XgCgClFlXakUsD5fIGZJ6AXHGBs48rV/wSLxGc0CCKIAiCIAIcC8f57PNEPlH+hwZRBEEQBBHgcFYOnMW3QVBpuavfSNAgiiAIgiACHIuVg8XHQRTNRPkfsjggCIIgCILwApqJ0sCSfxkWi9REjXcozSg5JiB3JQhmAkVr9QY+rT+0Sg3TbfLynYmOmXY8X2SeyUMqsryRxN43Kv46xkb6KWmTUW/wtX9fDDTNGHPqJe01k9DXG4G5GUG8N7j782+/etsU4pqtYSaZtmvnhWWCabHzUgnelRRemJ+xqPwkyoTkXLGzMVfk+pxfSsJyq8X9e+MtHGUg9jc0iCIIgiCIAIezcOB8NHriQLfz/A3dziMIgiAIgvACmokiCIIgiADHYuVg8XEmykIzUX6HBlEa8IV54EOc9495u12xnLO6jC1DwpyfLc577dYajTz27YsOwYzWoixVT6S5un7RS4JrxuDxesSbbdNrU1qJjf11TNhPdKjrxz4/z5kEODwiwlQ/BVdyALjNOtnYoXzuSQCAJJ2x3IjYoUzWLkd+nS7+v73ON2JNFDPgZP27zDZRXCT5LE5MX5JwFt81UZzOPiG8g27nEQRBEARBeAHNRBEEQRBEgEO38wITGkQRBEEQRIDDWenpvECEBlEa8HnX4OCkWihOlJyS3Vnm4Lwvbql7l8c+C1xJOEMsNgBATDlzOgHg+taTEIGNGb8hb/qhc9s4/k4KbcaPSg322x5mdSpELLzr2sk8665dFeqGR5bz3F/OaQBADNMjMU8mpnsS6ZD4Qpc/HtOuMk2Umn7Itazov6+d/bmu6Zwt3LncpXEFAC7ElTxZpo3iXZoo3uUfxRe4t4248aBBFEEQBEEEOM6ZKB+F5VAaRhO+QYMogiAIgghwSBMVmNAgiiAIgiACHI7jwPmYgJhz0CDK39AgSgNHUT74YufUKbtvLnbYCG3Y2XBfhZfOOvtxfY5g9/VhXhNFEFr4y6OpMOec5DPLB1meaQI59y2FIs55CWHfjUK7Zx8a0j55j7+0UFr5+7ztn+M411/XZ5U8owzmAWUrL3F7QtHZY8J7S7HMg8mVt07QPxXkC3XlGiUFarG49FLC2Zrv0jWJdK+CBtYi+x1wSLVXjmv+1acRwQUNogiCIAgiwLFYLbD4qImy8GQN6W+Cao+eOnUKvXr1QqVKlRAZGYlGjRph586dwnKe55GRkYHExERERESgTZs22Lt3bxlGTBAEQRC+wywOfH0R/iVoBlEXL15EixYtEBoaitWrV2Pfvn144403UKFCBaHO66+/jpkzZ+Ltt9/G9u3bER8fj/bt2+Py5ctlFzhBEARBENclQXM777XXXkP16tWxcOFCoaxGjRrCe57nMWvWLIwfPx7dunUDAGRlZSEuLg6ffvopnnnmGXMrdIg8omT3xE0jz+lkde52pj3hRfmarsDpU0K6kRsTpkmxyf5jLFDRGnnKVyc+h1gOM/aXwRU5P3O8SDfC3jOPHlbOvhIiTRRz1WHncJhrmSPU6btjd7jjZptwwRVvmGsby0d61gbaT+5xvtHR2mjlSjOSzzLQ8bcvlBy1642ndYrPUIXemdfJX+daVngx29mPy2fJUiRaH7v+Mm8m13Hni5j+Sc8nSvZXDUHvJLumO0RaK1ldli9V7j+lqcXyM34x2+RpJsrfBM1M1Ndff420tDQ8+uijqFKlCho3boz33ntPWH706FFkZ2ejQ4cOQpnNZkPr1q2xadMmzX4LCgqQm5sreREEQRBEIME0Ub6+CP8SNHv0yJEjmDdvHmrVqoUffvgBgwYNwrBhw7B48WIAQHa287+auLg4Sbu4uDhhmRpTp05FTEyM8KpevXrJbQRBEARBENcNQXM7z+FwIC0tDVOmTAEANG7cGHv37sW8efPQp08foR571JbB87yiTMy4ceMwatQo4XNubi4NpAiCIIjAwh/CcLqd53eCZhCVkJCA1NRUSdmtt96KZcuWAQDi4+MBOGekEhIShDpnz55VzE6JsdlssNlsygUWq5A7iVO5f27f/6urA2ceKD7U2UdItXqKrjh2z5yTeZOwGKIquN9rRkpcb+hpTuQaKHbpi7S6ywuuOh+YKO+aT7aVi9Lsj7O7zkGmUWF6J6ZdEbzLRAjLPKeK4CzF7A0AwOpan5VTTnYz3ymuyKWNuXDR+VmkLeFcvkBC3Ay1fGhyZPHaj+3WrBoseilP+reSXKccvRg44fxy/uXUzish/510GS86V9w6POYT5ToPXDonXk3vJNNCMR2VqjbK4jr/LdJlvOjc4eTnmtVLTayfsHAcLD6abVp0JhQI7wia23ktWrTAgQMHJGX//PMPkpOTAQApKSmIj4/H2rVrheWFhYXYsGEDmjdvXqqxEgRBEARx/RM0M1EjR45E8+bNMWXKFHTv3h3btm3DggULsGDBAgDO23gjRozAlClTUKtWLdSqVQtTpkxBZGQkevbsWcbREwRBEIT3cFaL7wmIHUEzbxI0BM0ebdq0KVasWIElS5agfv36ePXVVzFr1iw88cQTQp2xY8dixIgRGDx4MNLS0nDq1CmsWbMGUVHatzkIgiAIItBhCYh9fZlh6tSpaNq0KaKiolClShV07dpVcUfoRje55nhew1zlBiU3NxcxMTE4t24JYqJdgy/mExIaKtTjwl1aKKaJsoZBC8EHimmiXPqpsNhEv8ZOBAfe6FqYb1SoQ8WTxnVeyTVRBbkXlFVlHlAKDzMxTBOio4lS9OcNLs2KxKvKpYXivOnXoeNRxJD1a0253fx6AhR/5VA0sx722xzmmimx8K5j6tI0SbRtsrx4bJm0jmuZy8fMkXdVUi7xiXL1xzykBE1UsfSz4j2g9IlSWSZoY23hrs/Oa31os64A3L8ZOTk5iI6O1u7PS1j/v3Zph/Khvt08ulJUjLu+WWc41k6dOuGxxx5D06ZNUVxcjPHjx2PPnj3Yt28fypVz/va99tpryMzMxKJFi1C7dm1MnjwZv/zyCw4cOHBDTGAEze08giAIgiBKj++//17yeeHChahSpQp27tyJVq1a+d/kOggJmtt5BEEQBHGjwjRRvr58IScnBwAQGxsLwHuT6+sJmokiCIIgiADHYoVpTZOiD9ddbHlmDk2rHxE8z2PUqFFo2bIl6tevD0Df5Pr48eM+xRos0EwUQRAEQdxAVK9eXZKpY+rUqR7bDB06FH/++SeWLFmiWGbW5Pp6gmaiNAhtch9w2DUdyQS2YhGiSyzOROMhiXVKMzziBqFciPNCpGpayJCJZVlia11RNjPbLJaZcIqW6Ypuhboa4m25mae4X/lnlTj9KigX9aXVr+PwNuG95eY7zK87gNAz5vRnYnO1vlhy6YhQlyib7W/RKcrOZa44X/IZdncl+XFiyX8FM0yxSaaQIJglK5aJx1XMNt1GnMx0U+Ua78LWzpkRo3DzMsWy0oSzcOB8NNtk7U+ePCkRlnuahXruuefw9ddf45dffkG1atWEcm9Nrq8naCaKIAiCIAIci8UPCYhdg8Xo6GjJS2sQxfM8hg4diuXLl2PdunVISUmRLCeTa5qJIgiCIAhChSFDhuDTTz/FV199haioKEEDFRMTg4iICDK5Bg2iCIIgCCLg4fyQgNhs+3nz5gEA2rRpIylfuHAh+vXrB8Bpcp2Xl4fBgwfj4sWLaNas2Q1lck1mmzIEs82fPkFMRedjnEwTFdKwg05LgvAOPXNEwWSTd+lG1DQ9Ms2HoDGRmFdKNVXuxMN2RV22TDCJlWNAr6Qag1znIk9wrJZcWMvoU03DJY9BzwhUXqaim7HUbqG+7iBDfH75UxOltQ4xkaEu881C93JLvvPJMEuBM4E2V+RMNg1X0mkA4AudeiktA01elKxaqMNMN9k5I/8s6kcB01WJz0FWFuYy2QxVN1TOvXoNN937ZImbbW7vfR/Kh4V6bqDDlcIiNP3ouxKL9UaENFEEQRAEQRBeQLfzCIIgCCLA4SwW6UyZl30Q/oUGUQRBEAQR4LAn7Hztg/AvNIjSIDTtfoTQPWOijGD6T10tFIN52+j4IzFM+S950hrptWFeQOK6nnyctPQq8KBvkvcjR9cnSHud9n0/Sz5bU9torzuA8VUH5U3CbCZftjucx9pidWt5eFcCX77Y+ZcrdCUZvnpZqOO4cslZpyBP0q/acVNNNKz2WQ+muRL5RHGuX0emz9JKXixoskoaP6RtAQ2i/A7tUYIgCIIgCC+gQRRBEARBBDicxQ8JiK8DTdSvv/6KXr16IT09HadOnQIAfPTRR9i4cWOZxBP8e5QgCIIgrnOYsNzXVzCzbNkydOzYEREREdi1axcKCpy2GJcvX8aUKVPKJCbSRBFEGVFw+RIAoJxIL1LAOy9yNk7moaRn5ybPUyf3X4KKjsml71D1c2JtZP3L16e2zJ0rTdt/SjNnno6GhZf7RRnRu6hpoVhcev0xXYzrB4flbQskiv474f7Ajr+9SPLZX/k89XLxMZiGL8SVm80iT0gr+n+dk/mP8QXOfu0XzwpljtzzrmX50hWxY6Oqc3Od0/L8d3o5IOWDClH+PmEdTPvk0l5xIa7vq8UhKSdKnsmTJ2P+/Pno06cPli5dKpQ3b94cr7zySpnERIMogiAIgghwnLfkfBvQc1YTYvsA5MCBA2jVqpWiPDo6GpcuXSr9gEC38wiCIAgi4PFZD+WPp/vKmISEBBw6dEhRvnHjRtSsWbMMIqJBFEEQBEEQQcAzzzyD4cOHY+vWreA4DqdPn8Ynn3yC0aNHY/DgwWUSE93O8zO5CycAAKL7+3Z/tnjnKgDu+/yhTR9wlu/6XlE3pHEnz/2dOejsz6VHsEdVAQBYrl0U6oRVruZDxIRRCnPOAXBrhDi7Ow9YuFWan0vQLKkh82RiOh+hjUg3otRESbVQnDi3HtNfyXQtQrme/5RClyXy85F7/DBvHrvOLQYTWijeoaF3Uq2j40kVIj0GvEs3E0jKqNCbkhRlxacPSD4XZR92vuHc/yuHxqX4LQamfwLcGj7hXGbH37Vu8XnM5bty5uWedcV91BnvvyfdsedK9VdsBkX4qyOQVtYVfQ/k+ihDOjyX5omtU66VKpLptkoIi8UCi4/CcF/blzVjx45FTk4O2rZti/z8fLRq1Qo2mw2jR4/G0KFDyyQmGkQRBEEQRIDjj9txwX47DwAyMzMxfvx47Nu3Dw6HA6mpqShfvnyZxUODKIIgCIIIcGgQBeTk5MButyM2NhZpaWlC+YULFxASEoLoMsgyEtx7lCAIgiCIG4LHHntMYm3A+Pzzz/HYY4+VQUQ0E2WIK5849U283a21YO/ZffOYJydLPl9a8D+hboWnzZuAyfUdRVtXOj+L72m7lhX+9jkAIKxFd+0OXVoFS7Hz/r3lbA4AwFqjkenYCO9gvlBMN8IVOY3ixBqjsPibAQCF5/5P0lY1dxzzxWH9ybRRet5S7rrOvxKvGzM5x8DCUm8jySvGNFC+aJdU2ri9nzzrnRR+Uy7EGhs+xOUHFID+UEZg/lBFZ48plhX9e1TyWa6REnRUgKBn4sMiAADlXXo94XwruCpUtRRccS1z7jue6bBUNFH286cBAAUn/gEAXDt1xvn54hX3qmW6Jmuo86fKEhbi6lb5/781LNS1Lldbu7QP53sTuSNdWii2LqanYt8q4fwoJZ8ojvPdLJPjgnveZOvWrZg5c6aivE2bNhg/fnwZRESDKIIgCIIIeOh2HlBQUIDiYuXDNkVFRcjLy1NpUfIE9x4lCIIgCOKGoGnTpliwYIGifP78+WjSpEkZREQzUQRBEAQR8NBMlPPJvHvuuQd//PEH7r77bgDATz/9hO3bt2PNmjVlEhMNogwg6J/EmiiHtOzivBcBAA6XPqPS0OlCXb1lmrD+XfqOsPSHAQCFm5eJ6rg0Ji7dScG6xQAAW7s+iu5CqtUDANj/+snZxpWTqvDUP0IdXU0VYYiCK06tGfPjkvjjMD2aS0vCFbq8cETaJfux3QAAq1yPw/J2ifrjXZoqvsA5ja3wYVLDpetwFLv8fGTnmRqCFkQlN5leO3ksgj7KRN47TW8ph1IbJu9X139KBhfq9oZiudF4mV9UoKPIlaeifwmtovSXAgD78T8AyHyEmO/YVVceu3ynZsl+PhsAUCzOdXc11/m3yHl+WlwaJi4s3FlBpBsquOD8jlw59R8AoPCyW1vFsIbbnH9d/TiYJqrI9Vc0GGDrYueENdSljWJ1RJIlT4MI8TVe3r+W919Rbi6A/6ku8ycWq0Wy3d72Ecy0aNECmzdvxvTp0/H5558jIiICt912Gz744APUqlWrTGKiQRRBEARBEEFBo0aN8Mknn5R1GAI0iCIIgiCIAIezcL4/nWfhPFcKEvLy8lBUJH0yknyiTDB16lRwHIcRI0YIZTzPIyMjA4mJiYiIiECbNm2wd+/esguSIAiCIPwAJSAGrl27hqFDh6JKlSooX748KlasKHmVBUG5R7dv344FCxbgtttuk5S//vrrmDlzJt5++21s374d8fHxaN++PS5fvlxGkRIEQRAE4Q/GjBmDdevWYe7cubDZbHj//fcxadIkJCYmYvHixWUSU9Ddzrty5QqeeOIJvPfee5g8ebJQzvM8Zs2ahfHjx6Nbt24AgKysLMTFxeHTTz/FM888Y2o9OYtfBR/hFDc6Cp1iSYeOUFVu4nfurec9ruP822MUbSsPewMAENqsq2obJjD3FvtFp5iTL2LCYvPGijca9pN7AIgMBEUwE0xr9QbOz67kqhaVBLxMWM4VuvxMXAJza927hDrFf7ieMGGC70JnG0eesy6f7xbhCgaZcmG1PMmqqIzdDlAItkVthFsGrMxI0lZWR2GOqZKAWK8f2TJBHO7aVl5FWK724Icn5GaOFpHwmXcJy7lQlng2OE031ZIUM1hCckueU+TtcBlg8vnuxL/snHPkOIXlef86rx3Xsi8AAAouuf85Lc53GXCyZM0uU0wmyhZjd9W1u0To7Lip1WXLrK6/cuE6AFhYHSYwd33216xLZS/MkksCejoP+Oabb7B48WK0adMGAwYMwF133YVbbrkFycnJ+OSTT/DEE0+UekyGBlFsUGKG+fPno0qVKqbbeWLIkCHo3Lkz7rnnHskg6ujRo8jOzkaHDh2EMpvNhtatW2PTpk2ag6iCggIUFBQIn3Nzc/0eM0EQBEH4AjmWO3PkpaQ4Xfajo6Nx4YJzQN+yZUs8++yzZRKToT26cuVKhIWFISYmxtBr1apVuHLliueOTbJ06VL8/vvvmDp1qmJZdrbzsdu4uDhJeVxcnLBMjalTp0pir169un+DJgiCIAgf4axWWHx8BWsqI0bNmjVx7NgxAEBqaio+/9yZ8uybb75BhQoVyiQmw7fz3nrrLcMzS19++aXXAWlx8uRJDB8+HGvWrEF4eLhmPY6TPn3A87yiTMy4ceMwatQo4XNubi4NpAiCIAgiwOjfvz/++OMPtG7dGuPGjUPnzp0xZ84cFBcXq+bUKw0MDaLWr1+P2NhYw52uXr0aVatW9TooNXbu3ImzZ89KrN3tdjt++eUXvP322zhw4AAA54xUQkKCUOfs2bOK2SkxNpsNNptNUc7bHYIWyu56jNKI5kKvDtNx/Pv6c5p1Tk1y3nasOvFdj+vyBmaKx/Q0vk4P3xC4dDkc7znRqPXKOWddV5JWZogJwK3zcWlNQpp0BgDkfzdPqMKOC9Os2a+6DA5dOpLifHd/8nNN0Pm4jqlF9F+nXAshrytN0upq79IGGdJEmcCjQSfc2heHTDfD/or1iXLjWz209hFLbAsA1nCnyaaF6a5cda998ToAIPLRsR7XE/CcdSYiLjzlTDicd/y48+/5HKFK8VWXIa/LDLMw16nlK7zqOjcL3fvbYpX+o2oJk54z8uWA+3F7ZgDJi5IDs2svg2njLK4kw2rGx6yN1rnuLWemDgEAJIx7x6d+fIU0UcDIkSOF923btsX+/fuxY8cO3HzzzWjYsGGZxGRoj7Zu3RohIcY16C1btlQdmPjC3XffjT179mD37t3CKy0tDU888QR2796NmjVrIj4+HmvXrhXaFBYWYsOGDWjevLlfYyEIgiCI0uRGtTiIjY3FuXPOf04HDBggedo+KSkJ3bp1K7MBFODl03kOhwOHDh3C2bNn4ZA9cdOqVSu/BCYnKioK9evXl5SVK1cOlSpVEspHjBiBKVOmoFatWqhVqxamTJmCyMhI9OzZs0RiIgiCIAii5CgsLERubi4qV66MrKwsvPbaa4iKiirrsARMD6K2bNmCnj174vjx4+BFOb8Apx7JbiJflb8ZO3Ys8vLyMHjwYFy8eBHNmjXDmjVrAmqHEwRBEIRZOIsfns4LQvlGeno6unbtiiZNmoDneQwbNgwRERGqdT/88MNSjs6LQdSgQYOQlpaGVatWISEhQVe0XdL8/PPPks8cxyEjIwMZGRk+912h/0RTFvLsvrkZrxpB56HieXNiXH8AEGb6HIVFiro3z15qeF2M8E5Pm25zo2Ot0QgAYN/3s3KhTN/j+O8EALe/E9M/icvC73M+intpgTNpqVjnxHQdzHfHrYUq9BwnS/pqVeqcmK8O8+9R00IxWBlL5Mr0Qnp+TKyNLx494n6Z5kmujXKoJQP38J1T1XvJtVFF7kuh3JsoGG+BeOL8D98AAK6dvQQAyHP9LcovVtRl+4NpoJi+Saxz4lzvtfaVw84rylhNB1zHT3SKC95R7K+rXzWfKK5IqoWy6AwUzBxLuX6OaVlDIp0PNlld+qzcvAKV1v7nRtVEffzxx3jzzTdx+LBTv5eTk4P8/PwyjsqN6UHUwYMH8eWXX+KWW24piXgIgiAIgiAAOG2Kpk2bBgBISUnBRx99hEqVKpVxVG5MD0ubNWuGQ4cOlUQsBEEQBEGowFk434XlQZyAuKioCDVq1MD58+fLOhQJhmai/vzzT+H9c889h+effx7Z2dlo0KABQl1T/gx5PjuCIAiCIHzjRtVEMUJDQ/HXX3+VqYRIDUODqEaNGoHjOImQfMCAAcJ7tqysheVliZBfT+ZrI0Z+P1rwvJHnFFOpo8g7RpQ6gsdWoft+PF/gfF/k8nqS57oruuzORVaY6yw7t3UgALfOiendAGVeMUehSxukcj4Juh6mUXHpRNzlSk1USLjTesQi00apIWijwrQvE2pxSWKwKPVIDPm57VDROQnfkSLm2ab9/dKK36ISg8IvSkUTZXcdF6Z9YVyc96LwnunZbhr5psd4AoGt7dsCAKyh0mPhcPCucre/kzVMWkf+WU1fo3VceBVNFKuppqdieivOdf7Lz3VxXbkWUC8+M4MI5u7N+tfy7rPk5gIjysbo8UajT58++OCDD4Tbe4GAoUHU0aNHSzoOgiAIgiA04CxWcD4mw/a1fVlTWFiI999/H2vXrkVaWhrKlSsnWV4WruWGBlHJycnC+19++QXNmzdXmG8WFxdj06ZNkroEQRAEQfgBi1WZPcCbPoKYv/76C7fffjsA4J9//pEsK6vbfKafzmvbti3OnDmjyKOXk5ODtm3b3rC38wiCIAiixLBYhBREPvURxKxfv76sQ1BgehClldD3/Pnziqm1Gwn5/fKjo3sr6nAO5wlc47UsSfmRkdqO6vK8YLe8/blPcRLe48hxPhXiuOZOO8B0Ukz7xHRPRULeMbcmqviqM/eYQ6bzKRZ589hdGhDmyePWzTk1JRaL2JuHaZbYX2c/TNfCiXx8mCZK7rNjJKu7nv+Olp7PopOTj6HQPan4pbGcafL8aGL9lMWDFkYSA9NAuXROLE62X8TrYLoxueZGLW/b6cnPSvqpNuk9BAq/prcQ3vMOqTYpJNyllYtQ/hSo6ZjE2Au1PaUYDod+H2LE57Y1THoOu/29XJ9FdZluUF5XT/8kP2cYknPFdWxTZnxkeBuIGw/Dg6hu3boBcE6Z9evXT5Ibz263488//6QcdQRBEARRAnBWq6F/ejz1Ecy0bdtW97bdunXrFGVvvfWW6fX079/fcKYTw4OomJgYAM6ZqKioKIntelhYGO68804MHDjQZKgEQRAEQXiENFFo1KiR5HNRURF2796Nv/76C3379lVtM2LECFSrVg1WgwPIkydP4v777/f/IGrhwoXgeR48z2POnDmUj44gCIIgiFLjzTfVrUQyMjJw5coVzXY7duxQ6Li1MDu2MaWJ4nken376KcaPH0+DKA+YuY9e881PSzASKfv6dAEApC7+ptTWeb1QePo4AKDgklsTVXDR+cVl2iemeyoWct4p9U7uzy4/oiK7og7To+jpUixMC1Xk8rMRcps51ynWuTC/HYcsz5gRvDHo09KcqOHQ8UJza6N4SV29delpY1hdQWMlaLfc/6WyXGyWfOcyu46nljxmpoU6+dKTAIDqkz9QtPGG3Q93dMWposty7RuxBg4AGi37AQBgLxLlJJTph5h+Tn7e6aHlDabXXlwuj5N95kXHUa4BVGiirCr6KTsrk3pLqW6DIgbXeWBXnisBg8Xih5moANsmP9GrVy/ccccdmDFjhmLZxIkTUb58ecN9/e9//0NsbKzh+qYGURaLBbVq1cL58+dRq1YtM00JgiAIgvCSG92xXI/NmzcjPDxcddnEiRNN9TVu3DhT9U0/nff6669jzJgxmDdvHurXr2+2OUEQBEEQhGnYA24Mnudx5swZ7NixAy+//LJmu7y8PKxduxZt27ZV3EXLzc3Fzz//jI4dO0oemDOK6WFpr169sG3bNjRs2BARERGIjY2VvAiCIAiC8DOc1S0u9/bFmbsd+Msvv6BLly5ITEwEx3FYuXKlZDnP88jIyEBiYiIiIiLQpk0b7N27148bLSUmJkbyio2NRZs2bfDdd9/pzjgtWLAAs2fPVpUhRUdH46233sL777/vVUymZ6JmzZrl1YoIgiAIgvCSMng67+rVq2jYsCH69++Phx9+WLH89ddfx8yZM7Fo0SLUrl0bkydPRvv27XHgwIES0U0vXLjQq3affPKJ7kzViBEj8Morr2DIkCGm+zY9iNJ6jJAoWZhhntgsr9XWTab7YSLmXV07AAAar1zjh+huDC79cxKAVFief9FprsnEu3IhtFhMzuo4ZHXEolt2fBzCMmldiaDWJSh3uATlxS5BORPaFolE7UxAbLF6nxpBEADriI+VomHPk91qSWs9CZzl6xGviyXXtVjZPhObY7rMNe1MhK80BZX3x+UrxedaHHuhr+ZnucmuETa1buVat3R7JeeM7IEF9kABu2YUXS0UlrHzip0PhXAuY9uohvycceg97GDk/HLl22aGmYLY36oUnzOxOedg3wdlAmL5uWLkHJSbdrJzJXXxSs/x30Dce++9uPfee1WX8TyPWbNmYfz48cJttqysLMTFxeHTTz/FM888U6Kx5efn47PPPsPVq1fRvn17XZ32wYMH0bBhQ83lt912Gw4ePOhVHKYHUYDTXHPlypX4+++/wXEcUlNT8cADDxj2YSAIgiAIwjj+FJbn5uZKym02m2k90NGjR5GdnY0OHTpI+mndujU2bdrk10HUmDFjUFhYiNmzZwNwJiK+8847sW/fPkRGRmLs2LFYu3Yt0tPTVdsXFxfjv//+Q1JSkury//77D8XFSgd+I5g+IocOHcKtt96KPn36YPny5fjyyy/Rq1cv1KtXD4cPH/YqCIIgCIIgdPBVDyW6HVi9enWJtmjq1Kmmw8nOzgYAxMXFScrj4uKEZf5i9erVuPvuu4XPn3zyCU6cOIGDBw/i4sWLePTRRzF58mTN9vXq1cOPP/6ouXzt2rWoV6+eV7GZnokaNmwYbr75ZmzZskUQkp8/fx69evXCsGHDsGrVKq8CIQiCIAhCAz/6RJ08eRLR0dFCsTdPpTHkaVi08uv6wokTJ5Camip8XrNmDR555BEkJycDAIYPH4777rtPs/2AAQMwatQo1KtXD/fff79k2TfffIPJkydj5syZXsVmehC1YcMGyQAKACpVqoRp06ahRYsWOi0JX7hr828AgHW33eFTPw2WfAcA2HGfc1S/uV1rYZlDZv7ItA9tdmwGAPxYr6lQl2kK2v25zad4goEDTzvv9xddLQAAXDufJywrztOfAjajdxIvY3X1tEEs8TCbohc+y4wJnXWk+hNvUNMhmanrz3WrJWJmuha2X/X2gzwmcf+KBMYsabEZg1KVuvuf6goAqPv+SsP95F/Ml3wWzh2Ryac8WbU8mbD4HHXIdHj2Is/H1IjOSX6bSd5Gbf+yFnaHywDU7q4j10mx9nbZcnnfkhgsSv0Uw52026UrhLaB6PVIdHS0ZBDlDfHx8QCcM1IJCQlC+dmzZxWzU75isVjA8+5r4ZYtWyRC8QoVKuDixYua7Z9++mn88ssveOCBB1C3bl3UqVMHHMfh77//xj///IPu3bvj6aef9i42sw1sNhsuX76sKL9y5QrCwsK8CoIgCIIgCG1YAmJfX/4iJSUF8fHxWLt2rVBWWFiIDRs2oHnz5n5bDwDUrVsX33zjzLKxd+9enDhxAm3bthWWHz9+3OPA7eOPP8bSpUtRu3Zt/PPPP9i/fz/q1KmDJUuWYMmSJV7HZnom6v7778fTTz+NDz74AHfc4ZwV2bp1KwYNGoQHHnjA60AIgiAIgtDAYvE9bYvJ9leuXMGhQ4eEz0ePHsXu3bsRGxuLpKQkjBgxAlOmTEGtWrVQq1YtTJkyBZGRkejZs6dvccoYM2YMHn/8caxatQp79+7Ffffdh5SUFGH5d999J4xH9OjevTu6d+/u19hMD6Leeust9O3bF+np6QgNDQXgVL4/8MADgnKeIAiCIIjgZseOHZIZn1GjRgFwWh0tWrQIY8eORV5eHgYPHoyLFy+iWbNmWLNmjd89oh5++GF89913WLVqFTp06IDnnntOsjwyMhKDBw/22I/8qUQGx3Gw2Wxe3U3jePGNRhMcPHgQ+/fvB8/zSE1NxS233OJNNwFHbm4uYmJikJOT4/M945Jg7a1NhPdMC9Hp8K4SWdf6xs0AiJO/uk8VuebhetRGsaSvbD8zfUpBboFQh+0TtcSogLreSUh+q+YTJUsE69D5elpD5ElZpfoeNS2LkUektTQwRjRRcv2JegzGtVVqmiX5Z3kdraS16v149hCSr0cNcRJpSf+iPpjHG9MoGfFoW11D29uGUVTgXHehq3+2iVYdca9FY5mRY6x6TDXOPbXzTf5d8dcx0DpHxG2YhxjTjTFNFNOKekNJ/2aw/v9buxjR5SJ96+vqNdzUvk/A/r6VNBaLRVf0Xq1aNfTr1w8TJ06ExeCsnVc+UQCE6TuCIAiCIEoWzmIF5+PTeb62D3YWLVqE8ePHo1+/frjjjjvA8zy2b9+OrKwsvPTSS/jvv/8wY8YM2Gw2/O9//zPUp+lBlN1ux6JFi/DTTz/h7NmzcDikTzWsW7fObJcEQRAEQRAlSlZWFt544w2JLuqBBx5AgwYN8O677+Knn35CUlISMjMzS24QNXz4cCxatAidO3dG/fr1/e4HQRAEQRCEDM4PwnLOx/ZBzubNmzF//nxFeePGjbF5s9PKp2XLljhx4oThPk0PopYuXYrPP/9c19iKKDna/71TeP91Qv0SXZeaFoohL2NaLXF8vsC0IHK9hK/6r4PPPgLAnTvNnu9M5FUoyi9WeNVZVnTF+ZdpoFi5PFcZ4NZWyBHnhZNroJjeya6ie/KQOs65TpcOx1rs0n5w0llhda8mLS2Mca2JGgpfIB0tjJF+WTws36Ay15kod5rMS4jlW0ORQ1IuiUVHl2VE18WQe345HJ4PnNr5o13X1a/sHBFrmpgWiv2Vn09hom1166TU47Tq2CWxtrxdTRMl1QYKOe9k5QDgYM46gp5QGQuvoV1j54MY4dyQxaXmAcU0Uaw/X7RQpQ3dzvOdatWq4YMPPsC0adMk5R988AGqV68OwGkeXrFiRcN9mh5EhYWFXTcicoIgCIIgbgxmzJiBRx99FKtXr0bTpk3BcRy2b9+O/fv348svvwQAbN++HT169DDcp+m5veeffx6zZ8+Glw/1ec3UqVPRtGlTREVFoUqVKujatSsOHDggqcPzPDIyMpCYmIiIiAi0adMGe/fuLdU4CYIgCMLvsLQvPr2C/3bel19+ie7du+POO+/E7bffLnl54oEHHsCBAwdw77334sKFCzh37hzuvfde7N+/X0gH8+yzz5pKAWN6Jmrjxo1Yv349Vq9ejXr16gleUYzly5eb7dIQGzZswJAhQ9C0aVMUFxdj/Pjx6NChA/bt24dy5coBAF5//XXMnDkTixYtQu3atTF58mS0b98eBw4c8LtvBUEQBEGUGmVgthlovPXWWxg/fjz69u2Lr776Cv3798fhw4exfft2DBkyxFAfNWrUUNzO8wXTg6gKFSrgoYce8lsARvn+++8lnxcuXIgqVapg586daNWqFXiex6xZszB+/Hh06+bMdZaVlYW4uDh8+umneOaZZ0o95pLmSrHzXv9HlW8FAPQ+97df+hXnyAOkeboYcn0P04Ssqn4bAKDzyT+9WjfTebk1H9J1r4h3Z9p+KNv8LGNBrjPvHfPsKXTpnorzi0V1CqR/c5x6qXymoxLNwgoaE5fORS6fUdM2yTUrRvRP7vWJP3GS/qycrCPRrmNx2mWp/rT2s2Qt8rx1Khohh1BXqoURYy+StXd9VtdPSdvzMk8hXqQ9kmthjOS409dj6WvAxL5ebt2gQxGXHPadcZjQRGnp5gpF63nkX+f3YFGlW1XrSs8vqZcUg50fepvu9p9ifYi8ulybJJxFdmeBXCMFKM8N3qGyUsW5IdXGSdrLzg1hnXapVk6Nv57oDACo/8kqzTqBgj/Stvgz7UtZMHfuXCxYsACPP/44srKyMHbsWNSsWRMTJkzAhQsXDPXx66+/4t1338WRI0fwxRdfoGrVqvjoo4+QkpKCli1bmo7J9CBq4cKFhur99ttvSEtL8yk7tB45OTkAICRCPnr0KLKzs9GhQwehjs1mQ+vWrbFp0ybNQVRBQQEKCtzmiVqOpgRBEARBlB0nTpwQ8vJFREQIeXx79+6NO++8E2+//bZu+2XLlqF379544okn8Pvvvwu//ZcvX8aUKVPw3XfmHzQosbm9e++9F6dOnSqRvnmex6hRo9CyZUvUr++cucjOzgYARRLCuLg4YZkaU6dORUxMjPBiCn2CIAiCCBh81kO5XkFMfHw8zp8/DwBITk7Gli1bADgnUYzotCdPnoz58+fjvffek0iRmjdvjt9//92rmEpsEFWSwvOhQ4fizz//VM28LPet4nle18tq3LhxyMnJEV4nT570e7wEQRAE4RM0iEK7du3wzTffAACefPJJjBw5Eu3bt0ePHj0MyYwOHDiAVq1aKcqjo6Nx6dIlr2LyOu1LWfHcc8/h66+/xi+//IJq1aoJ5fHx8QCcM1IJCQlC+dmzZxWzU2JsNluJ3XIsaXr+tw+AWxPlqzZKSwulluONaaCYj02Rg+mFzK9XrHNiFDrkug6mDTHfvxiW/67IpYFieczEmijmB1Vw2amFynNta4+zzv39QWxdoa5efjItjOimtDQravoWN9qxyHUyrH81jypFLLw8H6CenkjpC+Re5vL6kWtVZPoZAGD2WoImRuYpJFZwGcmH5wkzXlBi5F5qcv2gQ0U/xc65z6qkAnBrG5+8sF/R/wNn/vIYu5YWiqHnQyb3jRKfX/Jz2629g+Sv871rGc88y1znq3CstfNu8roeZdLzSXFeQDwT4LpeCSVK7ZndZYTF5bHve9D9BN7QLFiwQMiSMmjQIMTGxmLjxo3o0qULBg0a5LF9QkICDh06hBo1akjKN27ciJo1a3oVU9CcQTzP47nnnsOKFSvw888/IyUlRbI8JSUF8fHxWLt2LRo3bgwAKCwsxIYNG/Daa6+VRcgEQRAE4Rc4i8VQAnFPfQQzFotFkhi4e/fukhQunnjmmWcwfPhwfPjhh+A4DqdPn8bmzZsxevRoTJgwwauYgmYQNWTIEHz66af46quvEBUVJeicYmJiEBERAY7jMGLECEyZMkVIjjxlyhRERkaiZ8+eZRw9QRAEQfgA54fbcVxw384D3E/XHT58GF9++aWpp+vGjh2LnJwctG3bFvn5+WjVqhVsNhtGjx6NoUOHehVPiQ1L/Z1Tb968ecjJyUGbNm2QkJAgvD777DOhztixYzFixAgMHjwYaWlpOHXqFNasWUMeUQRBEAQR5CxbtgwdO3ZEREQEdu3apXi6zgiZmZk4d+4ctm3bhi1btuC///7Dq6++6nVMHF9CCvCoqCj88ccfXt9nLCtyc3MRExODnJwcREdHl3U4hvj0Jqe2gkkNmHZHjx9qe3Z3lXtAiWFaKOadJM/bJdY0qWk9ALcmRA2mzZBrocT6DrmW6OmL6utRY91tdwBQaqMAoNCVk45pVfLsym1ieNJEqUlttPRORtqbqasfl+9aLrX+LJxcn+Q5f583efv0NExGblnotWfIdU562kC1ZYA05508xx3T2rHzS6pHcv5lee/YZ63vkhoLKtZVlJk5n8y0deukONXPYsycI/Jzg9UVHz92vN1t1H2jAMAa6pyJCYkIcX121kn77idFDEYp6d8M1v/FXT8hOqq8b31dvoKKje8Oqt83MY0bN8bIkSPRp08fyRhj9+7d6NSpk+6T+CWF6dt5eXl54HkekZGRAIDjx49jxYoVSE1NlXg0Mf8GgiAIgiB8hLM4X772EcR483QdM982gjcZV0zv0QcffBCLFy8GAFy6dAnNmjXDG2+8gQcffBDz5s0zHQBBEARBEIQn2NN1cvSerhP7QEZHR+Onn37Cjh07hOU7d+7ETz/9hJiYGK9iMj0T9fvvv+PNN98E4EwEGBcXh127dmHZsmWYMGECnn32Wa8CIQiCIAhCHZ6zgPdxJsnX9mWNN0/XibOsvPDCC+jevTvmz58PqysFjt1ux+DBg72+vWl6EHXt2jVBqL1mzRp069YNFosFd955J44fP+5VEARBEARB6EC383x+uu7DDz/Exo0bhQEUAFitVowaNQrNmzfH9OnTTcdkehB1yy23YOXKlXjooYfwww8/YOTIkQCcppbBKFS7HmCmm4xvExsAkAo2tYSaYuQCcrlY1iERdfOqf90Cc+Pxi+tqCcnVE/kaX4cclly4qMApIs8TbbsnQblYLKtlcOje9UrxrRzVhMYaqK1P3YhTKx7tfjyjF5t6fxaVXLt2WaBqyYqF9ho7zYhBo15/8mclHCo7T/5gBXuYQu174P4sLRd3KxeWm/musDpvx9RRLGPH/9lLxkXnWgmH9WJRLlM+5CE34lR/sEKWwLjYZagpOve1EhkzBYrk8LnqsETGnF07abGQBNrOlgXRoILjnC9f+whyMjMzMX78eOzbtw8OhwOpqakoX96Y4L64uBh///036tSRfo/+/vtvwcTTLKYHURMmTEDPnj0xcuRItGvXDunp6QCcs1LM5JIgCIIgCKIkiIyMRFpaGo4fP44TJ06gbt26EhNOLfr3748BAwbg0KFDuPPOOwEAW7ZswbRp09C/f3+vYjE9iHrkkUfQsmVLnDlzBg0bNhTK7777bkO5awiCIAiCMInF4nz52kcQkpWVhYsXL2LEiBFC2dNPP40PPvgAAFCnTh388MMPqF69um4/M2bMQHx8PN58802cOXMGgFOsPnbsWDz//PNexebVHo2Pj0dUVBTWrl2LvLw8AEDTpk1Rt67Sl4QgCIIgCN9gwnJfX8HI/PnzJU/Pff/991i4cCEWL16M7du3o0KFCpg0aZLHfiwWC8aOHYtTp07h0qVLuHTpEk6dOoWxY8dKdFJmMD0Tdf78eXTv3h3r168Hx3E4ePAgatasiaeeegoVKlTAG2+84VUgROkiNwl0lim1T4C6vkNLAyX/CwDzKjgH13LNhp6BppZeRE/Lw9bD0NOIyLVQTAflLFPfNjNJe936IeN6J/W+PZtrmovH0/rE/asnoFWPQfpZLTbN7S9W9itPYCvHGx0VoK2lEusBtbSAet8DrfPUSF21cOUmm6yNvNz53vmBJSLud16agNyICStLWs6SmOuh9h13o/6dkcbANHy8yjInci2dtkZKtGbXsZWfG/Yi0QeXua4Rs1UicPjnn3+QlpYmfP7qq6/wwAMP4IknngAATJkyxfTtOH9puE0PS0eOHInQ0FCcOHFCMNwEgB49euD777/3S1AEQRAEQYhgT+f5+gpC8vLyJIOeTZs2SUw3a9asqelWfvvtt+PixYuG19WyZUucOnXKcH3TM1Fr1qzBDz/8gGrVqknKa9WqRRYHBEEQBFES3MAWB8nJydi5cyeSk5Nx7tw57N27V5JsODs7W9Msc/fu3fjjjz8QGxtraF27d+8WcvIZwfQg6urVq5IZKMa5c+dgs9nMdkcQBEEQBKFJnz59MGTIEOzduxfr1q1D3bp10aRJE2H5pk2bUL9+fc32d999N4ymCeZM2kCYHkS1atUKixcvFrIecxwHh8OB6dOno23btma7I0qA+0/v8ViHeUmpez9JP7uXw3BdPVjCZCO6ETP9ujUWzi+BOAErS078dYLzi+ZOAsv0T+5+tPVYynWakVaY8bUyondSamu0g/FuP3quq0xKq17uRNtvS95G239L6i2kht2VS1qe6NaJzAtNZT1mvJ88tVFDKzmvuqeSPKGv8y/TRolh57Ja4mGtePudl+oGmTbKCEyDJe1XGqd7v4jjlX5P3ftKeS3SOt52d75w0XF2HlutpNWAts6NJUM3kry9zLiBZ6JeeOEFXLt2DcuXL0d8fDy++OILyfLffvsNjz/+uGrbo0ePml6f/E6bHqYHUdOnT0ebNm2wY8cOFBYWYuzYsdi7dy8uXLiA3377zWx3BEEQBEF4gOc4P6R9CU5BvcViwauvvipM3siRD6rEJCcnl1RYALwQlqempuLPP/9E06ZN0b59e1y9ehXdunXDrl27cPPNN5dEjARBEARBEAGH6ZkowOkT9corr/g7FoIgCIIg1LiBb+cFMl4Non799Ve8++67OHLkCL744gtUrVoVH330EVJSUiSKeSLwYJoghljL4SmXl5qfk+fccW4+iHVqNZieQ88nSqtfI7oiNd0I0zwwjYUyf5kJwZKIUZf/AQDMjKptuI0RvYw3eQHl22BE06S3HrZvzGmjpFoWvbZaeir1ulJvISOwHG1ijJzbWnXNrVvZh5F9Im+vLFcu0NJsqWmvWJkZ7ZMWYj8qNX2UNEbxvlN6qDnruN/Lj7fy3FbTWLk+6qRAk1/j5N9/NR1lwEC58wIS08PSZcuWoWPHjoiIiMDvv/8uPAp4+fJlTJkyxe8BEgRBEMQNzw3qE5Wbm1vWIehieo9OnjwZ8+fPx3vvvYfQ0FChvHnz5vj999/9GhxBEARBEDcuFStWxNmzZwEA7dq1w6VLl3zq79KlS3j//fcxbtw4XLhwAQDw+++/mzLYFGP6dt6BAwckTqGM6OhonzeOIAiCIAgl/sh9F4y588qXL4/z58+jSpUq+Pnnn1FUVOS5kQZ//vkn7rnnHsTExODYsWMYOHAgYmNjsWLFChw/fhyLFy823afpQVRCQgIOHTqEGjVqSMo3btyImjVrmg4gUFmc3ARh0E5IGHD3y02i7tEkXaZs47lfI5oepkNQ61dbs6LdnzzeZy8dACDNAybfNq2cf2LGXHHqnaaXl+qdxHoVc1oofZ8krTjMoncMvNH5mPGjcqPmDySPT8svSKkJ0tt32tugtn/Nb6/aOo3jhwOqgvg7JD+H5Z5Sann2/I08Xx9DXSulr70U19FC3VNLva6eD538WiSG6aMC5lrPWQDLjScsv+eee9C2bVvceqvzXHrooYcQFhamWnfdunW6fY0aNQr9+vXD66+/jqioKKH83nvvRc+ePb2Kz/Qg6plnnsHw4cPx4YcfguM4nD59Gps3b8bo0aMxYcIEr4IgCIIgCIKQ8/HHHyMrKwuHDx/Ghg0bUK9ePdWsKUbYvn073n33XUV51apVNXPvecL0IGrs2LHIyclB27ZtkZ+fj1atWsFms2H06NEYOnSoV0EQBEEQBKHDDWpxEBERgUGDBgEAduzYgddeew0VKlTwqq/w8HBVofqBAwdw0003edWnqUGU3W7Hxo0b8fzzz2P8+PHYt28fHA4HUlNTUb58ea8CIAiCIAjCAzfoIErM+vXrhfcsF56ZXHcPPvggXnnlFXz++edC2xMnTuDFF1/Eww8/7FVMpgZRVqsVHTt2xN9//43Y2FikpaV5tdJgRXzPnd3r96fvSkmyIr6earm3/kiekOZBk/5VxuA5HjW9A2vHvJpmR9eRLBfrHeTt9fyhtLyf9Hx3/KHlUotTDy19i5l1eqfBEu9X9fxvap5IRnLF+aOu3nIz+RCNaNg8oX8sTHenm79Pvo+YT5panr3SgmmlxNoof+j+xMdG/h2UHye9a5xSe6dcxvzt3OVSD6s83m40bMIPLF68GNOnT8fBgwcBALVr18aYMWPQu3dvj21nzJiB++67D1WqVEFeXh5at26N7OxspKenIzMz06t4TN/Oa9CgAY4cOYKUlBSvVkgQBEEQhEloJgozZ87Eyy+/jKFDh6JFixbgeR6//fYbBg0ahHPnzmHkyJG67aOjo7Fx40asW7cOv//+OxwOB26//Xbcc889XsdkehCVmZmJ0aNH49VXX0WTJk1Qrlw5RZAEQRAEQfiPGzkBMWPOnDmYN28e+vTpI5Q9+OCDqFevHjIyMnQHUcXFxQgPD8fu3bvRrl07tGvXzi8xmR5EderUCQDwwAMPSO5F8jwPjuNgt9PUJkEQBEEQ/uXMmTNo3ry5orx58+Y4c+aMbtuQkBAkJyf7fYxiehAlFnYRBEEQBFEK0O083HLLLfj888/xv//9T1L+2WefoVatWh7bv/TSSxg3bhw+/vhjxMbG+iUm04Oo1q1b+2XFgY6V4xCmM/VpRgBcVnwZ5xaTawmg9YzoygIz4l22TcwUb3iu02Tz7Zg6ir7kyWiZgR6ry9qKkQvM9cXSxvedvpjfk0jaaD/ydZqJQb5OuchbKayXJ33W21fGEvB6/wWzyNpyohXK7XN5lQPmEPaNtB95v2ZxKET92sdA+zzSS8SsfZwYj/y7Vy/EEkNsxikXahvBl/NBra2ZRN+ezFetHr6zfoMSEGPSpEno0aMHfvnlF7Ro0QIcx2Hjxo346aefhCfu9Hjrrbdw6NAhJCYmIjk5WSFH8iZ1nelB1J9//qlaznEcwsPDkZSUBJvNZjoQgiAIgiA0oJkoPPzww9i6dSvefPNNrFy5EjzPIzU1Fdu2bUPjxo09tu/atavfYzI9iGrUqJGuL0NoaCh69OiBd999F+Hh4T4F5y1z587F9OnTcebMGdSrVw+zZs3CXXfdVSaxEARBEESwEmi/p02aNMHHH3/sVduJEyf6ORrA9LB0xYoVqFWrFhYsWIDdu3dj165dWLBgAerUqYNPP/0UH3zwAdatW4eXXnrJ78Ea4bPPPsOIESMwfvx47Nq1C3fddRfuvfdenDhxokziIQiCIAhfYQmIfX2ZgX5PPcPxvDm3xTvuuAOvvvoqOnbsKCn/4Ycf8PLLL2Pbtm1YuXIlnn/+eRw+fNivwRqhWbNmuP322zFv3jyh7NZbb0XXrl0xdepUj+1zc3MRExOD92JrI9KinYCYwe6t9zi7z+uY/c1nVVI91lFLNuxJH+CtMac/k+pKy9RnRJn+gumdxHXl2zA0R6mFYmglHlbTBDE8JXH2J2ZMBd115J+lSYDV1yNdn3ib3Roo+Wel0aN8X3mjczGiS+JkK7KGaX+PebvDdAzSdRn/UZKvy+HDF0NNy+WOSbr94rr3n97j9Tr9BdMwMrwxUjVyPTBzzdDD0/fqmsOOAef/QU5OTolY/LDfpH+zs33uPzc3F3Hx8YZj9fX3NNCwWCy6d9K8eXLP9O28PXv2IDk5WVGenJyMPXucX9BGjRp5fNywJCgsLMTOnTvx4osvSso7dOiATZs2qbYpKChAQUGB8Fktrw5BEARBXC/If+dsNptCy+zN72mgs2LFCsnnoqIi7Nq1C1lZWZg0aZJXfZoeRNWtWxfTpk3DggULEBYWJgQybdo01K3r/A/j1KlTiIuL8yogXzh37hzsdrti3XFxcZoZmqdOner1ziMIgiCI0sBptunb03WsffXq1SXlEydOREZGhqTMm9/TQOfBBx9UlD3yyCOoV68ePvvsMzz55JOm+zQ9iHrnnXfwwAMPoFq1arjtttvAcRz+/PNP2O12fPvttwCAI0eOYPDgwaaD8Rfy6TpmBKrGuHHjMGrUKOFzbm6u4gQjCIIgiLKE550vX/sAgJMnT0pu5+k9UW/m97S0yc3Nxbp161CnTh3ceuutnhto0KxZMwwcONCrtqYHUc2bN8exY8fw8ccf459//gHP83jkkUfQs2dPREVFAYChRIAlQeXKlWG1WhWj5LNnz2rOjKlNYwJAhFXpE6WeMDYwTiZAmRRZjBGfIHcCT/Pr9kbe4WsCWk/7Xqx3EuujAHPxyv2z1GMx3u+YK07/Kaa50tsPZhMY65Xr9aeW0NWN1AtL7EfEEjkz7RP7rLePtNfjGbnfl3SZq8NiZx2mn7IXunUOFj8YvJnRQYn1SZzVqc1iGiWrZ8mlJmpaLotL+yXfRl+0VyUB82hjqPlGmdFCeaqj7mtm5jzQ/x0oLi2fKD8SHR3tURPlze9pSdO9e3e0atUKQ4cORV5eHtLS0nDs2DHwPI+lS5fi4YcfNt1nXl4e5syZg2rVqnkVk+lBFACUL18egwYN8mqFJUlYWBiaNGmCtWvX4qGHHhLK165dqzqNRxAEQRDBgIPnFYat3vRhlED8Pf3ll18wfvx4AE59E8/zuHTpErKysjB58mSPg6iKFSsq0tVdvnwZkZGRXtsmeDWI+uijj/Duu+/iyJEj2Lx5M5KTk/Hmm2+iZs2aZT5YGTVqFHr37o20tDSkp6djwYIFOHHiREAO+giCIAjCCDzcc8G+9GGGQPs9zcnJEdK1fP/993j44YcRGRmJzp07Y8yYMR7bv/nmm5JBlMViwU033YRmzZqhYsWKXsVkehA1b948TJgwASNGjMDkyZOFRwIrVqyIWbNmlfkgqkePHjh//jxeeeUVnDlzBvXr18d3332n+kQhQRAEQRDqBNrvafXq1bF582bExsbi+++/x9KlSwEAFy9eNGTu3a5dO1SvXl1V03XixAkkJSWZjsm0T1RqaiqmTJmCrl27IioqCn/88Qdq1qyJv/76C23atMG5c+dMBxFIME+Oz+JuRbjLmEwvp5z8/vtD2aWfm2pehbqqsYgxIovQ0qz4kl/KzHqc7/W1UHoeTXIvKDXvLqaNkvs5qeUQlGPk+BvhxasHPdZh+fr01i3HF58oMZ70KHoaEz1PKe/0KNK2ejF6igUwl/9O7rdkRE9lRi/lC2JNFFunNcz5NyQ8RPL3rs2/lUpMJYme3lPrmmHkHNHLs6iF3KPrmsOOHv/+XeI+USdO+8cnKinRuE9UoDF37lwMHz4c5cuXR3JyMn7//XdYLBbMmTMHy5cvx/r163XbW61WnDlzBlWqVJGUnz9/HlWqVCkdn6ijR4+q5qix2Wy4evWq6QAIgiAIgtCH53mYnPNQ7SOYGTx4MO644w6cPHkS7du3h8Xi/MehZs2amDx5ssf2Wtt/5coVr9PUmR5EpaSkYPfu3YrpvNWrVyM11bNTNkEQBEEQ5nDwzpevfQQ7aWlpSEtLk5R17txZtw2zMeI4DhMmTEBkZKSwzG63Y+vWrWjUqJFX8ZgeRI0ZMwZDhgxBfn4+eJ7Htm3bsGTJEkydOhXvv/++V0EQBEEQBEHoYbfbsWjRIvz00084e/YsHA6p1ce6detU2+3atQuAcyZqz549glE44HwKsWHDhhg9erRXMZkeRPXv3x/FxcUYO3Ysrl27hp49e6Jq1aqYPXs2HnvsMa+CCESsYRZYeZe+oZgdKO08c2XpF1Uo+/fCmJeK50r6HkXyz9q6MeW69WKQ5nIz410lj+Gjym7ztTxXIfOOkufFK428gGwbppWrBUBfGzXqstNLSq6N8jdqx0C+L+THQs1TSqlZUubkc9cxvtO0NXJqMTAtFK/6WVqmvx4AsMjkEWpZ9uQ6KaZVUtNGGdHbeILpcYxor1jOwG2d2glld3yv/iMT6LB8mHraKC3UNJdMC8WOiZrezdM+ZsfaWorTO9fBRJJPDB8+HIsWLULnzp1Rv359w6afTCvVv39/zJ492696MK8sDgYOHIiBAwfi3LlzcDgcCpEWQRAEQRD+g27nAUuXLsXnn3+O++67z6v2Cxcu9HNEXg6iGJUrV/ZXHARBEARBEJqEhYXhlltu8amP7du344svvsCJEydQWFgoWbZ8+XLT/RkaRDVu3NjwtNnvv/9uOgiCIAiCILShp/OA559/HrNnz8bbb7/tVf6+pUuXok+fPujQoQPWrl2LDh064ODBg8jOzpa4spvB0CCqa9euwvv8/HzMnTsXqampSE9PBwBs2bIFe/fuLdOkw/7GGh6CEDjviVtcubcshW5VhFXQ3wTeSekvPyMj/cp1SEY8teQ6JzXNAtOxsJxsRuKRHwuxVozVZRojrbjNoqaTAQB1NYVUj8N0WSyXnjg+th/k2ig9DZbcJ8tb5P1oaaTE8SjrsHdKPZK5WLTXLV+X/BwPsyh1WS4rJQ9eZc6/bJsEHY2KhQw7/loeUmo6KHldzmLCWyrU+Yd3aJ15bt2U3M/oeseMT5hcC8X0T+Lj5ek4sWNgtZeOHtYB7euNmT6CmY0bN2L9+vVYvXo16tWrh9DQUMlyTzNJU6ZMwZtvvokhQ4YgKioKs2fPRkpKCp555hkkJCR4FZOhQdTEiROF90899RSGDRuGV199VVHn5MmTXgVBEARBEAShR4UKFbyeMQKAw4cPC3YIzNuS4ziMHDkS7dq1w6RJk0z3aVoT9cUXX2DHjh2K8l69eiEtLQ0ffvih6SAIgiAIgtCG550vX/sIZnwVhsfGxuLy5csAgKpVq+Kvv/5CgwYNcOnSJVy7ds2rPk3nKIiIiMDGjRsV5Rs3bvTa8ZMgCIIgCG3Y03m+vm5k7rrrLqxduxYA0L17dwwfPhwDBw7E448/jrvvvturPk3PRI0YMQLPPvssdu7ciTvvvBOAUxP14YcfYsKECV4FEYiEhIcg1DXGtAv3zd13lO1MJyXTHXyb2AAAcP/pPaURJgBgeK7T+2h2dB1JuV6eKW80UuI23sgtlG1YAadZ5tbacLLl2v2by4fnLHeolHmTr06u2RFruqwabZlvlLw+4D6masdNW/ukfXDleh813Jo177Ueevo5+bmnr/PS/ywuUy5T+kQp26idV/KOpO318u/JtTViXQ3T1Lh1OPK8bd7l3RPn0RNjL2JaTne/O+5z/lCkffeTV+sqK5g/lK9oaaFY3kE1fZrW8WJzECGlpIkinHz55Zf4/PPPVZ+u8/Rg29tvv438/HwAwLhx4xAaGoqNGzeiW7duePnll72Kx/S39sUXX8TixYuxa9cuDBs2DMOGDcOuXbuwaNEivPjii14FQRAEQRCENuzpPF9fwcxbb72F/v37o0qVKti1axfuuOMOVKpUCUeOHMG9996r27a4uBjffPONkG/PYrFg7Nix+PrrrzFz5kxUrFjRq5i88onq3r07unfv7tUKCYIgCIIwBz2dB8ydOxcLFizA448/jqysLIwdOxY1a9bEhAkTcOHCBd22ISEhePbZZ/H333/7NSbv5o8JgiAIgig1eLjF5V6/ynojfOTEiRNo3rw5AKc+m4nEe/fujSVLlnhs36xZMyGPnr8wNBMVGxuLf/75x7BDeVJSEn799VckJyf7FBxBEARBEAQAxMfH4/z580hOTkZycjK2bNmChg0b4ujRo4ZuVQ4ePBjPP/88/u///g9NmjRBuXLlJMtvu+020zEZGkRdunQJq1evRkxMjKFOz58/D7tdxZkuiAixWRFicUqBLa5EntZQ9zbZXUJEu8uAk4k7HQFkcCcOxVhSYm/6kwtzjQugyzJpsxxxjMykU8tIUv8QS8XTUwqOKmq8EiFNW6BmXqktllZvZzw+z3U8GZDqicaNoCVcV+9DX+QtraN1nMT7V+tBBbWHG9T71xOW6yEXKDNRs1AueqjAIhOZy0XNakaaDg2Bubiuw3Vu7+raAQDQeOUa4xtQBoiTiJtFnmwY8CwolzwIoHGchOWu4xVS7HWIpnDwPBw+app8bV/WtGvXDt988w1uv/12PPnkkxg5ciS+/PJL7NixA926dfPYvkePHgCAYcOGCWUcx4HneXAc59W4xbAmqm/fvqY7JwiCIAjCd3j4fjsuuIdQwIIFC+BwOcUPGjQIsbGx2LhxI7p06YJBgwZ5bH/0qPKfWl8xNIhy6KQYIAiCIAiCKGksFovwdB1g/iG3kpAYkbCcIAiCIAIcMtt08uuvv6JXr15IT0/HqVOnAAAfffSRqgm4Gh999BFatGiBxMREHD9+HAAwa9YsfPXVV17F45XFwY2ANcyKkBDn7mGaAkeoe8wZ4nAuY6abrE67P7eVZpiqyBOninn20n4AwAexdRXLPGuUtE0L7Twzx1Rr503iWSN1tPQySo2MXiJjAJJnf+3CNqlro9S2cT5/DAAwiKsh+azGVZl2Rbwd468dBgC8HaNtsukP2PFyf+ZF79X/ulHW1UK8pfL/2IzoqOTnslwzpt9WWdcdr56Jq/4+F+tKhKTEsspunZPy/1S5xsYaanWVK/U4FpXEuFoI1ym7Q/JZrW0gaTf1KKkw5ftEzVBTS7Mm16tZ+FKai+D9kLYlOA67JsuWLUPv3r3xxBNPYNeuXSgoKAAAXL58GVOmTMF3332n237evHmYMGECRowYgczMTEEDVaFCBcyaNQsPPvig6ZhoJoogCIIgiIBn8uTJmD9/Pt577z2EhoYK5c2bN/foVg4Ac+bMwXvvvYfx48fDanXnkEhLS8OePd5lGaGZKIIgCIIIcBzg4fBxKsnX9mXNgQMH0KpVK0V5dHQ0Ll265LH90aNH0bhxY0W5zWbD1atXvYqJZqIIgiAIIsDx2WjTH7cDy5iEhAQcOnRIUb5x40bUrFnTY/uUlBTs3r1bUb569WqkpqZ6FZNXM1GHDx/GwoULcfjwYcyePRtVqlTB999/j+rVq6NevXpeBRJocFZO5BPiuheuMua0RdskdcoClqRWrtkZdfmAx7ZqOiitTVHzM5K3MaJzMeMPJU8Uq5dUWZ60WKz7YWVMG8W8oPKEDXGrdxyyNu4+lOuWa5/0tFCM1wqPAABGhqS4StS0ZtLt1d9udcyckuJ95fbJku9PSP6qlcn1Y77+lybfRjNaOWO6KT2fKM8eaAymMWJ3CITPoh2gSDgs0+mJl8u1UBaLvmeRWiyCd52KmpglJ97WqZ3zs0vbmb5ug2a/ZYH7ulL669bSQimOI2/ii0b4xDPPPIPhw4fjww8/BMdxOH36NDZv3ozRo0djwoQJHtuPGTMGQ4YMQX5+Pniex7Zt27BkyRJMnToV77//vlcxmR5EbdiwAffeey9atGiBX375BZmZmahSpQr+/PNPvP/++/jyyy+9CoQgCIIgCHX88XRdsD+dN3bsWOTk5KBt27bIz89Hq1atYLPZMHr0aAwdOtRj+/79+6O4uBhjx47FtWvX0LNnT1StWhWzZ8/GY4895lVMpgdRL774IiZPnoxRo0YhKipKKG/bti1mz57tVRAEQRAEQWjjj9txwX47DwAyMzMxfvx47Nu3Dw6HA6mpqShfvrzh9gMHDsTAgQNx7tw5OBwOVKlSxad4TA+i9uzZg08//VRRftNNN+H8+fM+BUMQBEEQhBISlruJjIxEWlqa1+3Pnj2LAwcOgOM4cByHm266yeu+TA+iKlSogDNnziAlJUVSvmvXLlStWtXrQAIZuS8IAFhdnlEhEc5daA2zKuqUNMxLiGFEN7CgotMfyjsfJjHqK9NrY0SrotVero0C3DmxtPRokpxhgq7H+ZfpfqwcU0C5j3GhQz9/khHdkxHeLNZOQaDl5yXefrn3ldo+kqO176U6J+k+Ytoo+WdxXaV+SvpZa11m49TT8Cl1ZJ5Pcm/yN4q3yds8emL09JRaWig1PyOhjawPXuRLxnJ9Mk0UL+innH9/a3mXULfFxl8Nb0NJ4T4+5n/81c49jnlnMU8tVm5hmjb3fmXaMmF/lv4lnnAxYMAAQ/U+/PBD3eW5ubkYMmQIlixZImRisVqt6NGjB9555x3D+YHFmNZ99uzZEy+88AKys7PBcRwcDgd+++03jB49Gn369DEdAEEQBEEQ+tzIT+ctWrQI69evx6VLl3Dx4kXNlyeeeuopbN26FatWrcKlS5eQk5ODb7/9Fjt27MDAgQO9is30TFRmZib69euHqlWrgud5pKamwm63o2fPnnjppZe8CsITx44dw6uvvop169YhOzsbiYmJ6NWrF8aPH4+wsDCh3okTJzBkyBCsW7cOERER6NmzJ2bMmCGpQxAEQRDBhoPnJW753vYRjAwaNAhLly7FkSNHMGDAAPTq1QuxsbGm+1m1ahV++OEHtGzZUijr2LEj3nvvPXTq1Mmr2EzPRIWGhuKTTz7BP//8g88//xwff/wx9u/fj48++kjiAOpP9u/fD4fDgXfffRd79+7Fm2++ifnz5+N///ufUMdut6Nz5864evUqNm7ciKVLl2LZsmV4/vnnSyQmgiAIgiBKnrlz5+LMmTN44YUX8M0336B69ero3r07fvjhB/AmBoaVKlVSvWUXExODihUrehUbx5uJIICYPn065s2bhyNHnJ47q1evxv3334+TJ08iMTERALB06VL069cPZ8+eRXR0tKF+c3NzERMTg7V3NUc5V+48NX8Qlu+KaaLCyjkt6EPCnbNeteaVjNWDXAcFuDUmbs2K8++LVw8q6s6rINVEieUY3mhK5BjRO8n7F+tKtHNaKY+B3CtHnqeMd0hz1AFunUNxXjEAIM/lj5NT5NZB/VfgfJ9b7Gw/peCw9kaVEkwbJdZBsffsr9r+ZGjtVzXYPrK7tl9+XhWKnpPWyisoL9cqM4sZTZR8uVZ7T/3Jy8XHQFhniFSzZHFpJNl1Qm2ZPHeeJcwiqis934U6JnK8qWEvcnlHuc77onzn90CeAxQAmm/4RbOfkmZFvNNv0H3uaddVHm/t65hcR8m0rFbXvhdfQ4QyD7kOrxYXo8OmzcjJyTH8O2MG9pv0897jKB/lW/9XLueiTb3kEou1tDh+/DgWLVqExYsXo6ioCPv27TP0hN6CBQvwxRdfYPHixUhISAAAZGdno2/fvujWrRueeeYZ07EYup03atQowx3OnDnTdBDekJOTI5nO27x5M+rXry8MoADnNF1BQQF27tyJtm3bqvZTUFAgJDEEnCcsQRAEQQQSN/LtPDnsqTqe5wWBuBHmzZuHQ4cOITk5GUlJSQCcMiCbzYb//vsP7777rlDXSC4+wOAgateuXZLPO3fuhN1uR506zlmRf/75B1arFU2aNDG0Ul85fPgw5syZgzfeeEMoy87ORlxcnKRexYoVERYWhuzsbM2+pk6dikmTJpVYrARBEARB+EZBQQGWL1+ODz/8EBs3bsT999+Pt99+G506dYLFYkyZ1LVrV7/HZWgQtX79euH9zJkzERUVhaysLOEe4sWLF9G/f3/cddddWl2okpGR4XEAs337dokfxOnTp9GpUyc8+uijeOqppyR1OZWpep7nVcsZ48aNk8y05ebmonr16kY3gSAIgiBKHAfP+3QrnPURjAwePBhLly5FUlIS+vfvj6VLl6JSpUqm+5k4caLfYzP9dN4bb7yBNWvWSERYFStWxOTJk9GhQwdTQu6hQ4d6tFqvUaOG8P706dNo27Yt0tPTsWDBAkm9+Ph4bN26VVJ28eJFFBUVKWaoxNhsNthsNkU5b+d19w7zXhF7sABKzxZ/I81fx7yOIPkrzQMmb298Xe7+jfdnSLMSIve8ce8zuQaEYUQLIkesDeFd2gohpxnTmFwtVGzHkxf2q/ZXlrh1HkpNVKhFpp8Jk2o2xGjpyPT0Y6EuvQzzGIqQ6JzknlLScj1PKXe5YtWaqOcQZH/VNUzG+vXtOyNoiVyVBf8lq2i/uh68Ea4Zrs8O12fOLvIogtvDRtzG4XoWyGogKDV/O1Zml2vkXOeSWp69soAdDyYT8yV3ntrAwwp2nFy+Wc7LADirsq6FlQlegHZXH+zYlM4+c6Z98XUQ5adgSpn58+cjKSkJKSkp2LBhAzZs2KBab/ny5Yb7vHLliuJWoDc6MdODqNzcXPz777+KRMNnz57F5cuXTfVVuXJlVK5c2VDdU6dOoW3btmjSpAkWLlyomL5LT09HZmYmzpw5IwjG1qxZA5vNVmq3GQmCIAiC8C99+vTRvaNklKNHj2Lo0KH4+eefkZ+fL5SzO1Z2u77RshqmB1EPPfQQ+vfvjzfeeAN33nknAGDLli0YM2YMunXrZjoAI5w+fRpt2rRBUlISZsyYgf/++09YFh8fDwDo0KEDUlNT0bt3b0yfPh0XLlzA6NGjMXDgwKB+CoEgCIIg7A7ny9c+gpFFixb5pZ8nnngCgNPZPC4uzi8DM9ODqPnz52P06NHo1asXioqKnJ2EhODJJ5/E9OnTfQ5IjTVr1uDQoUM4dOgQqlWrJlnGHBqsVitWrVqFwYMHo0WLFhKzTYIgCIIIZujpPN/5888/sXPnTuGhOH9gehAVGRmJuXPnYvr06Th8+DB4nsctt9yCcuXK+S0oOf369UO/fv081ktKSsK3335bYnEQBEEQRFlg94Ow3Nf2wU7Tpk1x8uTJsh1EMcqVK4fbbrvNb4EEGrydF4lF9euJ/5Y0esaBeuLYRZVuVbSXt9FOTqsizORYgllpWzMGd2oici1DQiYSt6iI0JVGktrifibiDQ13nvrMLNVWaP5eeGnS7/zfirKvE+oD0DYOFO9XTkXE7wnh4QnXvmJJax2ic52d9+FM+Cwz6tQz25R/ZfQu8N4Iv82YxXq7bjnCgwsq1wz3Mk762SIVowPu48XK2F0Y1q/0eiMVqstRexiDk3+vwmSi91JgVXXt3w/h4RO2j/z048+uRfL9ahG9Y9hdAnLeIT3+vOyE80ZHQ5QN77//PgYNGoRTp06hfv36CA0NlSz3ZkxjehDVtm1b3fuI69atMx0EQRAEQRDaOOD703VBKonyG//99x8OHz6M/v37C2XMtLPUhOWNGjWSfC4qKsLu3bvx119/oW/fvqYDIAiCIAhCH7uDh93HUZSv7cuaq1ev+iQdGjBgABo3bowlS5aUnbD8zTffVC3PyMjAlStXfA6IIAiCIAhCTlxcHLp3744BAwagZcuWptsfP34cX3/9NW655Ra/xeS1JkpOr169cMcdd1w3T8PZi+3gXQmImY7GqqE5ENexFxaXSDwfVXZqmqTJT/XbfHpTqvCetZPrUPT0HkZEiFpGh2pJhbW0UGIDSE/JWdU0UcwoUK730UuyyxKuMk2UIwif/Q21sf3p0kDJtFCWMPf5ag2V7j81I06Glr7PXqSc6nYImkB2/rt0VA6pRkrcLy/TTwn6FAPnm1pyZS3kuiI91Natdf57o5ECAHZ6sng4pm9iRrCimy3MeNOT6aZzmbrGSuhL/J1hxqyuv5ZQ5/lvLZImIi5JVtdo6Fy3Fzo9I8h1XQ6V4693bZDD2nMW51+LrFyt/5KA98PTeXyQC8uXLFmCRYsW4e6770ZycjIGDBiAPn36SHLm6tGuXTv88ccffh1E+e3s3bx5M8LDw/3VHUEQBEEQLuy8f14lRWZmJpo3b47IyEhUqFBBtc6JEyfQpUsXlCtXDpUrV8awYcNQWFhoeB1dunTBsmXLcPr0aTz77LNYsmQJkpOTcf/992P58uUoLtafxOjSpQtGjhyJjIwMLFu2DF9//bXk5Q2mZ6Lkhpo8z+PMmTPYsWMHXn75Za+CIAiCIAgieCksLMSjjz6K9PR0fPDBB4rldrsdnTt3xk033YSNGzfi/Pnz6Nu3L3iex5w5c0ytq1KlShg5ciRGjhyJOXPmYMyYMfjuu+9QuXJlDBo0CC+++CIiIyMV7QYNGgQAeOWVVxTLSk1YHh0dLRFjWSwW1KlTB6+88go6dOhgOgCCIAiCIPQJdLPNSZMmAdB2F1+zZg327duHkydPCrff3njjDfTr1w+ZmZmmMotkZ2dj8eLFWLhwIU6cOIFHHnkETz75JE6fPo1p06Zhy5YtWLNmjaKdPFeePzA9iPKX/XowoeoFZZHqEOxFzoNjyXe6uB942j1jV2eB8aSIWoRZlPfw3UlppZ/VcOs79Px2OEldlijWiIcOi0GeDBfwrIUS19XSQgkeSCqeUnIPJDW9Ayfbf24tlFSnE0xo68fYvhLpZgQPKe3kxIr+ZUlpQ+xK/Zjiu+F6cIbV4UVPAzG9jVyjJBwDHy9wTOcj126Jzwe5fkVPLyXXbhlBfu7paW/kiYjV4vLkFyWtayQ+9v2U/uXDnMf21oWfe+7ER5QecPqJxMUY0fIpjrFOcm1FbGayVpcy/nw6Lzc3V1Jus9lgs9l86tsTmzdvRv369SX6pY4dO6KgoAA7d+5E27ZtPfaxfPlyLFy4ED/88ANSU1MxZMgQ9OrVS3L7sFGjRmjcuLHHvvLz8/0iQTKtiapZsybOnz+vKL906RJq1qzpc0AEQRAEQZQc1atXR0xMjPCaOnVqia8zOzsbcXFxkrKKFSsiLCwM2dnZhvro378/EhMT8dtvv2H37t0YOnSoQn9Vs2ZNjB8/XrW93W7Hq6++iqpVq6J8+fI4cuQIAODll19WvQVpBNODqGPHjqneNywoKMCpU6e8CoIgCIIgCG3Y7TxfXwBw8uRJ5OTkCK9x48aprjMjIwMcx+m+duzYYXgb1HyZmNGlEc6cOYN3330XTZs21awTERGBiRMnqi7LzMzEokWL8PrrryMsLEwob9CgAd5//31DMcgxfDtPrFz/4YcfEBMTI3y22+346aefUKNGDa+CIAiCIAhCG388XcfaR0dHG9IgDR06FI899phuHaO/+/Hx8di6dauk7OLFiygqKlLMUImR33qUfxbjaZsWL16MBQsW4O677xZE5oAz3cv+/ft122pheBDVtWtXAM6RpNyZPDQ0FDVq1MAbb7zhVRCBCMdxitxs+vfjXT45Lj2G2KPn4LOPAABqzfvSdBwsv1S5EKXgQct/ySLzjZHGKS0zojHQ0rKorVOem0u8jGl29DRM8jpyLRTzQhK31/JAUvPHkeNw+eOUVu5DfyLXlsm1UFaxT5TGMr3jL/fvEXLpifaVlqbMoaLdcGtWpP3IywGplsoTcr2bXlstLYyaJo55Xrn7Na6Rkut9JGUa/khqHmiKflW0kVp1OZUYhO+cyx+Kc4mruHD/ejXJ+TktXXgfVi5UGossj5+zTD0eY5oo+XFTnq/uNsZ1eFqaS4uOztSflIWwvHLlyqhcubJP62Skp6cjMzMTZ86cQUJCAgCn2Nxms6FJkyaa7SpUqOBxpspo2pZTp06pekQ5HA4UFRUZ2AolhgdRTNWekpKC7du3+23HEgRBEAQR3Jw4cQIXLlzAiRMnYLfbsXv3bgDALbfcgvLly6NDhw5ITU1F7969MX36dFy4cAGjR4/GwIEDdWeQ1q9f77cY69Wrh19//RXJycmS8i+++MKQGF0N00/nHT161KsVEQRBEAThHQ4HrzrDa7aPkmLChAnIysoSPrNByfr169GmTRtYrVasWrUKgwcPRosWLRAREYGePXt6zHLSunVrn2MbMGAAZs+ejYkTJ6J37944deoUHA4Hli9fjgMHDmDx4sX49ttvverb0CDqrbfewtNPP43w8HC89dZbunWHDRvmVSAEQRAEQajj8IMmqiTzDy9atMijBVJSUpLXgxXGpUuXsG3bNpw9e1bh+9SnTx/VNllZWZg2bRq6dOmCzz77DFOmTAHHcZgwYQJuv/12fPPNN2jfvr1X8RgaRL355pt44oknEB4erpmAGHDqiK6XQVRIRIhSayS6Zy+/Py73KHH4mIPqx3rOpw/Cyrv0AyqaHi0tjBpGNCZMkyDk8tLIi6aGXCcg1i5oaR/UdDlyXVNouPMU1fM+EnRYFrk2SqkFkcP8ccQ5D/c/1RUAUPf9laptxOzr0wWAui+SnAZLvvPYnxmsMg8t+X4Va6JCXPtR3kauQTOCVBOlrT+R4+l8EutT5P8xe6Pl00MvV6KWVkv+vZDHrIb4vFN8RyxMT6jUEco1gfL8kGraQOF6IDv/LSrfA6aFsoay75ff0qhK2NS6FQD391iMlqZTjFwDZiTPnp4+T0uXJ1+uhjw+4RpVHLjeUtcb33zzDZ544glcvXoVUVFREq0Ux3GagyhxzsCOHTuiY8eOfovJ0DdHfAuPbucRBEEQROkS6I7lpcHzzz+PAQMGYMqUKappXfQwaqNgFtOPZLzyyiu4du2aojwvL081Hw1BEARBEL5h53m/vIKZU6dOYdiwYaYHUABQu3ZtxMbG6r68wfQc7qRJkzBo0CDFRly7dg2TJk3ChAkTvAqEIAiCIAhCi44dO2LHjh1eZUeZNGmSxN/SX5geRGm5i/7xxx9ej+QCEVuUDWGh0t2jpvORw+7HF+W7NTYWl3fUH93vdS67Uiip4xBpQ9i9elu0200VUPdNUXopyfJhGfBAUdsOIWeYQ8fHR0M7oKdVsch8ndR8VxQ6CZcmIiQi1NU2RFRX1k+ozH9GwxvKuW1ME6HcR/KyIyN7OsuZT5BIP8W0WpxdfbvF++mvJzpLltX/ZJVmfFr81vIu4X1YOec5onUeSDRRrlyBgt9WuHNfqenHvEGhQ1Hbr7J9rqU5cpYZ9/PR8rPSj9eIbkqq4ZJ/H5x11LU16nHK8+pZNJfLNVBy/aPkOyPTVgnnpEV5bFmZXAul5aPmLVvbO/Ogic9BIQYDOTS1PJnknmDOOvqxq/mPyY+tVt496XrUv+PFRQaSFvqBQH86r6QQG3137twZY8aMwb59+9CgQQOEuq75jAceeECzn8ceewxVqlTxe3yGB1EVK1YUbN5r164tGUjZ7XZcuXJF4gBKEARBEIR/sMMPjuV+iaR0YUbfYtSkQ3pmmyWlhwJMDKJmzZoFnucxYMAAxbRYWFgYatSogfT0dJ0eCIIgCIIgjCO3MfAGvgS1YIYHUSzVS0pKCpo3b66YRiMIgiAIomSgp/Ocue969OgBm80mKS8sLMTSpUs1LQ78MRDTguN9GKLl5eUp8s0YSWoYyOTm5iImJgbbenZC+TDpQFFPN8J8oVjuPDUvGXkuOjWNhUI3IdNGiGFeMfIcckZQ86Zxxys9JfQ8kMzkEWNo5dADlF5Pcs2GRXRMLBb1OnKtlBj3sXDpXFy58+xFxYo6WsfbUeg+5+U6H631AeL96PzLdClmcioyrYkzPqm2RO4BFSLy5mG50qyufaXInSbaVvc+smvWMYrafnG4rhmKYyHRrnjar9rfGX/lQdTyh1LX0ZnXRLnLtT3ghDoKbzXt74yWVlBcFhIe5lrmPA8SX5rnMX4jMN0nux6qXR+0/M3Ucgd64wEn13fxKj+gWueeuK6n6wDjSmERmn70HXJyckrk94/9Jr2+9g9ElIvyqa+8q5cxtn3DEou1pLFarThz5oxC23T+/HlUqVLFY+68ksC0sPzatWsYO3YsPv/8c5w/f16xvCw2giAIgiCuZxwOHvYbUFguRuvBtv/7v/8rkSfvjGB6EDVmzBisX78ec+fORZ8+ffDOO+/g1KlTePfddzFt2rSSiJEgCIIgiBuUxo0bCw+23X333QgJcQ9d7HY7jh49ik6dOpVJbKYHUd988w0WL16MNm3aYMCAAbjrrrtwyy23IDk5GZ988gmeeOKJkoiTIAiCIG5Y7H6YifK1fVnBntDbvXs3OnbsiPLlywvL2INtDz/8cJnEZnoQdeHCBaSkpABw6p8uXLgAAGjZsiWeffZZ/0ZHEARBEMQNPYiaOHEiAKBGjRro0aMHwsPDyzgiN6YHUTVr1sSxY8eQnJyM1NRUfP7557jjjjvwzTffoEKFCiUQYtkQGReLcrYwj/UcggGjUyxbdDUfAGDPd4uPmdicCcqZ8SFDzZCOiYUZaqJUt6BcbgqqLYQ0Iw42YsCnJtr01J9cqCw2xZSLYvXE4lZBHK3exmJV7leHS7PHBOVCMlwVYbkcQYwaHqZZV5n8VClUlXNiXH/hfdLUhQCAA093k8RZ7DJmDa/ovnhY5KaFYdpJZa3hzqdZLBr7U+1YV534ruTzqUnPqMYv7kexP1TOD0ehMy654Skv0lPK28mFwHroJRfWMmZUE9Zr9ad3zhsRI2t9r9QNdbW+D1ZFHaEfFZNNeV35gwa+cmhodwBAZKVyANzfp+I810MEoh9vrfNVTSwuf6BEbds8CcvV8Ob80jJ1tRcUelwf4R+YS0BhYSHOnj2reOouKSmp1GMy/Q3q378//vjjD7Ru3Rrjxo1D586dMWfOHBQXF2PmzJklESNBEARB3NDYHb7PJBn4HySgOXjwIAYMGIBNmzZJypngPCiezhs5cqTwvm3btti/fz927NiBm2++GQ0bNvRrcGoUFBSgWbNm+OOPP7Br1y40atRIWHbixAkMGTIE69atQ0REBHr27IkZM2YgLMzzjBJBEARBBCo38u08Rr9+/RASEoJvv/0WCQkJJepEbhSf53KTkpKQlJSEkydPYsCAAfjwww/9EZcmY8eORWJiIv744w9Jud1uR+fOnXHTTTdh48aNOH/+PPr27Que5zFnzpwSjYkgCIIgiJJl9+7d2LlzJ+rWrVvWoQj454Y4nILzrKysEh1ErV69GmvWrMGyZcuwevVqybI1a9Zg3759OHnyJBITEwEAb7zxBvr164fMzEzTxmLlEiqhXITNYz15UtrCy9cAuLVRAGDPL3DWlc2lqiX/1NILqWmC1BKMauFO6On861DRAGjpAfTMK+Vt1Y0DNXQoOvoGua7BomL4aEQ3pRUnLzPXEycVZjhkU8NqBpBaGiC1/avVRszJl54EAISWc2qf7PlOvYXafmF6FrmpopomyqKiOxFjUTmvzs4YLqkTEqGc0TWTuJbtG3uoVI+mt1/lmgc1/ZQcvXSwnFWuNfRv4l095AmxFVoeAzoqvXPcUyJevf7McHj4Y871iUw8wyvFSPotuua8/hXlXgUg1ZWx84jp9FQ1URrba1H5HhjR9zHYdUTru62HVr+OvAKPbf0BzUQBqampOHfuXFmHIaH0riA+8u+//2LgwIH46KOPEBkZqVi+efNm1K9fXxhAAUDHjh1RUFCAnTt3avZbUFCA3NxcyYsgCIIgAglmtunLK9jNNl977TWMHTsWP//8M86fPx8Qv91+m4kqSXieR79+/TBo0CCkpaXh2LFjijrZ2dmIi4uTlFWsWBFhYWHIzs7W7Hvq1KmYNGmSv0MmCIIgCMKP3HPPPQCAu+++W1IeVMJyf5KRkeFxALN9+3Zs2rQJubm5GDdunG5dNZGZlk08Y9y4cRg1apTwOTc3F9WrV/cQOUEQBEGUHnbeD7fzgjwB8fr168s6BAWGB1HdunXTXX7p0iXTKx86dCgee+wx3To1atTA5MmTsWXLFkXm5rS0NDzxxBPIyspCfHw8tm7dKll+8eJFFBUVKWaoxNhsNkW/ABAeXwURkdqGXkxbIWgzip1+KMXX8gC4tSwAYJclXDVy797q8kWR+7qo6gYsLp2HRaYGUdFaMXgWU7EoTlfMcg8ldx/a3ixy1LZNq42326S5bhV/KDnCcWNaCIfyPxjeVaaXDFeu61GUSxIQq/cn0QK5lrHjzbyajr3g9EcR62q0Ei9bVbV2Ho6XxH8rVBKvPDYzOig1LBqaKLuKLs3T/lXDiG+QGT2SETzp/vTWoernZEAT6KkfM3q8i/NeBABUfFY7dRfT64VFOb2gQsq5r4+h5aTXSi0POwCwunzWWBJk9tmi4n2lpXtUW5d8n3Hya4cY+TKV779mG9l6mP6rpCFNFNC6deuyDkGB4UGUp+R+MTEx6NOnj6mVV65cGZUrV/ZY76233sLkyZOFz6dPn0bHjh3x2WefoVmzZgCA9PR0ZGZm4syZM0hISADgFJvbbDY0adLEVFwEQRAEEUjQIMrJpUuX8MEHH+Dvv/8Gx3FITU3FgAEDAj8B8cKFC0syDl3kLqQsb87NN9+MatWqAQA6dOiA1NRU9O7dG9OnT8eFCxcwevRoDBw40PSTeQRBEARBBBY7duxAx44dERERgTvuuAM8z2PmzJnIzMzEmjVrcPvtt5d6TEEhLDeC1WrFqlWrMHjwYLRo0UJitkkQBEEQwUyxg4fVx5mk4iCfiRo5ciQeeOABvPfeewgJcQ5fiouL8dRTT2HEiBH45ZdfSj2moBxE1ahRA7yKQC4pKQnffvutX9ZhjY2DtZzTSkFVY8PuizN9S5FTT2RxaaMk99jZe7179Fq42nAhLo1UqMirh5Vp6IYk5RoaAEeh+35+SJ7T04XPd/0tLpK2EfUh1x/o+awoNCl6egSZFkpoq7fvjOgZXAi6HnlbVU2Uw3MdubZK1i/vUOaD0/KqEpeFRDr3PfNqiqjknE21hCq9n4TPXnggVXh6CgDg8uIMzTpG8tWZyaHokHn1yHVgauv2Jkej8NmED5lWO4/r9IMOS09rpvyOG7iWmDgHo/u/4rG7sGjn9ZBpmELLRbjDcR07pqsUzmNXXfG2snaCForpPUNE1zZ5jsAQqUeZZF9pLFM7ZxTXEy+uyfLfg5Cr10z34Q10O885EyUeQAFASEgIxo4di7S0tDKJKWh8ogiCIAiCuHGJjo7GiRMnFOUnT55EVFRUGUQUpDNRBEEQBHEj4fDDTFSwm2326NEDTz75JGbMmIHmzZuD4zhs3LgRY8aMweOPP14mMdEgiiAIgiACHDvP++zzFOw+UTNmzADHcejTpw+Ki52WKKGhoXj22WcxbZq2PUdJQoMoDUIqxSGkvNMPxZT+QMcxVbiXbkDfI++HaaGYNkrSDye7K+v6zIvL5XV4l2bB4fbm4YtcOf4KnF5X0NFEKfyaZPohXkenxPQdQh09vYsn3yhJDNrrlK+Ll+ucdGJwe4G59B6iupx8nQ51byXxMqafc5cr6zhc+16e08+MV5eknYaHzrUvXgcAWMuVV48HUOj/INHYqO9zNT2K4JPm6s+i478lbyOEpvL90tKCqemftHRJqhomrXNN139I3r+antK8vknXm8uD55FE2yicgyraTQ1yPngJAGCr4LxdwrRM4nOGbafVli+po5ZT08p8+WQ6T8m1LURWxjSSodLP4jqKa4Tetmn1Z+Ja796eq57bEH4hLCwMs2fPxtSpU3H48GHwPI9bbrlFNRVcaUGDKIIgCIIIcEhY7iYyMhINGjQo6zAA0CCKIAiCIAKeG3kQNWDAAEP1PvzwwxKORAkNogiCIAiCCFgWLVqE5ORkNG7cWNXeqCyhQZQW5WIBlzM6dBIYy+HYAVZrY1HRKinauzQETFMi689hFR0ynX4MLQfAizRRXJjTv4UL13hU1Mh+cMXLtkP+XrZy5197kahIva6qX5Sn7VNbrywfnpoHlFZePSGXnorGRK4jYn1INFN6eilZHYvaujxhQANiuBzaOhyJJozpxOQaPiEmFU2Y/BiorcOAN5UcRZ41tW1j+hm5VknFU82jv5kaZvanGY8ibzzmHMpzUDifQoxrokKZNtQFZ3PmyePCRPnymIYp0uVnJv9eqe1fufedSBMlLGMeUDq+UYprg4HrnkI3yv6KzgvFMnZtZtcV4fog0nKVIDfyTNSgQYOwdOlSHDlyBAMGDECvXr0QGxtb1mEBIJ8ogiAIggh47LwDdoePL61/aAOcuXPn4syZM3jhhRfwzTffoHr16ujevTt++OGHMp+ZokEUQRAEQQQ4zCfKl1cw+0TZbDY8/vjjWLt2Lfbt24d69eph8ODBSE5OxpUrV8osLhpEEQRBEAQRNHAcB47jwPM8HCZSQpUENIgiCIIgiADH11kof2iqypKCggIsWbIE7du3R506dbBnzx68/fbbOHHiBMqXL++5gxKChOUaOCKi4YgwkYvHiOhazQRTXoXds+ZlwnK19RgRUDLk98JZvxb3KcDWxIV4P7LX2zaGYhvF4nZ7sTQ+WWyS7ZcJ9TUF7HrIBfyifjh5fDrCck9idNV1qiDUd63D3a9aP8aNLj0hET1rGQ/KYnPWkRlx6iETOmsmbzaLXHQslCu3Q2LoKFqmuv3yOoJZrp/+9/Qm+a2JNgpDWbgfWGGGr3oPLuSv+QAAYImqIF3A9odIWM7E5nLRuGrcMqNLoR+ruw3PrkusnewBG96qvG6ZQn6dcq1Pcv3SEKrzsmuzo8j4g0e+UOwAOB8HQcXBKYnC4MGDsXTpUiQlJaF///5YunQpKlWqVNZhAaBBFEEQBEEQAcz8+fORlJSElJQUbNiwARs2bFCtt3z58lKOjAZRBEEQBBHw2B08LDeoxUGfPn3AmbAaKk1oEEUQBEEQAc6NPIhatGhRWYegCQ2iNODDyoG3lfNckWHE2NKIhkmhiTJwE1tuCudtv0wvwbrVW7d8mVw3INEWSOMTvsYu/RMnToLMdDMm9E28zAxPNQY5WgZ6ojJetq8EvVaYSD/lil2p8/JsKKmKPEkx00bpaKvkyzgVA1CtxNjqCXJl5oVCfzp1ZdupZtQpNzh1G3J6NnxUrlc7sa/CfFGsiVLoplTOEVnf7sS22kmK9RJua7XxChNtFcmxIYqTmVnK6hT+9rm7PdMquf4qNGFqSYCZ6SYz5GTaKB29k0Mw1BTpnDjlOpwdautKhesI00/pXUOEayan3S/TXWmYbgqxFgSp0IjwCzSIIgiCIIgA50aeiQpkaBBFEARBEAGOww8WBcFsthmokE8UQRAEQRCEF9BMlAZ8SBj4EJvnilq6G7X78Qbq8rxFc5nHGGT391X70dELyHU9wv8sajF4ikuiiVLxYAHAsXJ7obvQoaPZ8oB3/2O5NC0STZR0H7H9Img5JMcrVFJH7hOli6FE1EznoexXK4myoH8SeQDxMm2Vri5Hof0JlfQh0Tu5YjCSXFfxbI2RfSTonMzEC2kbiUeRxj43ol3T8YfiXPtI0Y+ajkpNh2YWtf2h2J8qiXFZYmxRAl8AKN65ylku8n4Ka9EdAFC0/WtpGzVfLtm+FrRQ7Dsu1kQxrZHV2Z/CEwpiTZRMj6Sj/5RrGCH/TopRnK8y/ZM4Bvn1Vb7ekALVcn9jd/A++0TR7Tz/QzNRBEEQBBHg8DwP3uHjq4SS9R47dgxPPvkkUlJSEBERgZtvvhkTJ05EYWGhpN6JEyfQpUsXlCtXDpUrV8awYcMUdYINmokiCIIgiADH4YcEwiWlidq/fz8cDgfeffdd3HLLLfjrr78wcOBAXL16FTNmzAAA2O12dO7cGTfddBM2btyI8+fPo2/fvuB5HnPmzCmRuEoDGkQRBEEQBOE1nTp1QqdOnYTPNWvWxIEDBzBv3jxhELVmzRrs27cPJ0+eRGJiIgDgjTfeQL9+/ZCZmYno6Ogyid1XaBClAW8JAW8N81xRswPjmh5O7QNrz+noJ/S8mTTquv2QWE4qkb4HsnUZ0U9pIIlFrilw9Sv4UYn8YcDJ9FhmkG+/ES0X00uI2rq1Ya48XcK+Uu4PplkS9BisGzX/KbZIHqfavmJ1ZXGLPbXU8v6J18mJtGZ8Yb7zb5HnqXO5ZodprAS9jAGNiSndj57nE9PWyPQppvJPquhclDkqRdvkrceXQdQ8tPyDigZKjnybtDzGANj3/QwAsERVdC5jcVtlxwRKXyee5bVU0xrJNFDuz0odpeY1TvKdkWmV5F5zFpXvoEX206emezJwrqn2VULwvO+341j73NxcSbnNZoPNZkADbIKcnBzExsYKnzdv3oz69esLAygA6NixIwoKCrBz5060bdvWr+svLUgTRRAEQRABjs96KNcLAKpXr46YmBjhNXXqVL/GevjwYcyZMweDBg0SyrKzsxEXFyepV7FiRYSFhSE7O9uv6y9NaBBFEARBEDcQJ0+eRE5OjvAaN26car2MjAxwHKf72rFjh6TN6dOn0alTJzz66KN46qmnJMvU8t/xPB+wefGMQLfzCIIgCCLA8aewPDo62pAGaejQoXjsscd069SoUUN4f/r0abRt2xbp6elYsGCBpF58fDy2bt0qKbt48SKKiooUM1TBBA2iNOAtVvC+jI5FWiZO6z428x9S0+P4KxefpzZGtCVyrRRkvkqqjfX0WUIwypg0tESqubJU9p/acmlH8px/KnoJDX8ZuVZKsm5eva5kP2nEqaofY3oRubeWinZHsc/YX7tII+PS91ls2r5TCpguSbuGMm6tzyI0z0Gr0ieI6U3UtDWaoci9tdRiYG/kuQ8BU15fZnI8Cus2c756aGM2BlPxyo+BVa5hUsl1J9MWqeqFNLyfJHUV54jsLNQ7D6yu/uTeeAb6Ufsuav0OCNd1L67D3sA7vLLPU/RhhsqVK6Ny5cqG6p46dQpt27ZFkyZNsHDhQlhk2r/09HRkZmbizJkzSEhIAOAUm9tsNjRp0sRcYAEEDaIIgiAIgvCa06dPo02bNkhKSsKMGTPw33//Ccvi4+MBAB06dEBqaip69+6N6dOn48KFCxg9ejQGDhwYtE/mAUGmiVq1ahWaNWuGiIgIVK5cGd26dZMsvx6NvAiCIAiCPZ3n66skWLNmDQ4dOoR169ahWrVqSEhIEF4Mq9WKVatWITw8HC1atED37t3RtWtXwQIhWAmamahly5Zh4MCBmDJlCtq1awee57Fnzx5h+fVq5EUQBEEQgWy22a9fP/Tr189jvaSkJHz77bclEkNZERSDqOLiYgwfPhzTp0/Hk08+KZTXqVNHeO9vI69COy+33/Ea3qUqUdyOV5kIVGgffL0JLsfE/XtvNFf6Hcp0Q4o30PZmUn2qw4N/i1qhnsZIHqfM80ktlyBnZ/obmQeWriZMO8eh0M4q0wBxMp2HLA4A4O1SfY8k92OoyzuHeUfJdVR6nkg6vkaa26mT40zhv2PEo0euo1ENxrXdDm2/JKU/lCt/m/iYanlIqXl+afXPlpv5vnnbj6drhIljK1mPoIViOfNcmij5uSl+r3VsxWjoklS1gS6KmUWb67N4LMDywVnk3XLOOEOt7gUWsO+nRh48lYuGfOAhj6GgZOzEiCAhKG7n/f777zh16hQsFgsaN26MhIQE3Hvvvdi7d69Qx5ORlxYFBQXIzc2VvAiCIAgikPCnTxThP4JiEHXkyBEATs+Kl156Cd9++y0qVqyI1q1b48KFCwC8N/KaOnWqxHSsevXqJbchBEEQBOEN/hhA0SDK75TpIMqokZfDNR09fvx4PPzww8IjlBzH4YsvvhD688bIa9y4cRLTsZMnT/p/QwmCIAjCBxw875cX4V/KVBNl1Mjr8uXLAIDU1FSh3GazoWbNmjhx4gQA7428tHIGhcpvsPuA1hjOiA+Vmm7K3YFxTykz6/QGTS8sSSWNvHA6dUwvB3Tz1imqytqoV9LOIQirh3WotfFFl6brj+PS97CqKvopQfsj009J4vTmQivTealqeOTaKgO5Hk158DB/KKuOhkt4o5FDUbxMzWdIs2N13ZTqftDaJkkeS4NtYMCzTdyN3FtNrkcT57izSv2gFF5dFqWvl1a8etedQrtza+1291bzJrJnynu2uq7drFw8cBD2lA+DCdYv+43w528FEXyU6SDKqJFXkyZNYLPZcODAAbRs2RIAUFRUhGPHjiE5ORnA9WvkRRAEQRA877umqaQsDm5kguLpvOjoaAwaNAgTJ05E9erVkZycjOnTpwMAHn30UQDXr5EXQRAEQfhDGE7Ccv8TFIMoAJg+fTpCQkLQu3dv5OXloVmzZli3bh0qVqwIwG3kNXjwYLRo0QIRERHo2bNn0Bt5EQRBEAQRmATNICo0NBQzZszQHRRdj0ZeBEEQBOFwAJzPZpt+CoYQCJpBVGnj1ycZvOjGwhJ4ahh1OguliYGZ6Zze6phxnBEtpNWECJ2XyTvVmsp3p11HNM+uFfI4xRcBu8YFxSKsXJQE2lWmMORTvHG3F7S2rsCZqZ7evguFRjJgQFN07W3iWY/oGYm6/Ch5FdG8ptmkGhqCYlOCal9h8TFTSB0097VFJOqW19Hbftmvkqmvuo6JqVewWPTMUeUFCoG5SFguJBqWJsPmXZ/F3z+FCaZiRe4CI9cpT4i/goprhA8dG7kuygXrpfXEmz/StpAmyv8EhU8UQRAEQRBEoEEzUQRBEAQR4PAO37OA+TuLGEGDKIIgCIIIeBwO3g+aKLqd529oEGUCf59+eudzoV2W9NbPVIqK1Fx2/vI11zvPa2f6AKYlYNojtXvvbHv9tU1s3bGubbngirtCeeW2ubdJitp+0KprhEJXVJWiojTrsDiFxKgiHYrinJB9Fu9XPSd+ALCoaJBYE7nuS1LHYZd+NqKNEiprJ7QtdqkH5Juo9z1g55VCayZdiee4WFV5YmtDjTxvtxFjV3/glUZOp409JBwAUKRyENi55roUIcx1vhYVley1ySxy/aQZ3Y/8O2TkXPTwFS0xyOIgMCFNFEEQBEEQhBfQTBRBEARBBDg0ExWY0CCKIAiCIAIcB88by1HqoQ/Cv9AgSoNCOy8kxlTDzKkoV2yU9Gmsp3cqqfaXrjh1PkyPoKbXYRKgmHIR3genQ6xO3Ga2ydf95wm9OLVQ1Wn5dEHUa+s8UOx4WYXEs8qags6NHXfINHGS1ZiP1yW/QZGwcqtKLbUydayCeM/5h30MERkEefyhUvP+UlumgVw/xfyYinVW682Rlh8bAFBc0oo9x8vOA73rYWmjFomRSRa5D5QZ/RTbfPl6igJovxClDw2iCIIgCCLAodt5gQkNogiCIAgiwOF5Pwyi6Hae36Gn8wiCIAiCILyAZqI0iI2KRJEf+xKj50NU0nqckkLNm4nwH96cF2b8rrzNRSb/z9bIf7pafmHG3Z5kMZjoRytvmzm9j3gN3myFTMMVQLdYxOfZeR3fNfHyQEFrL4qPiC+7uqyPEu/gfTbLpNt5/ocGUQRBEAQR4FAC4sCEbucRBEEQBEF4Ac1EEQRBEESAQ0/nBSY0iNKhpPRJwap7IoILI+dZztU8AFIdlCltEsuV6PrINEdGrtXeaqDE6zOyTE/BREgJNJ2TP/D2mBu9TofyxV6uwRwOB++zfo4SEPsfGkQRBEEQRIDDO+zgZcnBvemD8C+kiSIIgiAIgvACmokiCIIgiACHZqICExpEEcQNAMttKEctx6EvsP4sKkoUM3KMklJusK1lGjC9mFidskiNRrrJkiUY9y/vcPhhEOU5VyJhDrqdRxAEQRAE4QU0E0UQBEEQAQ5vt4O3+zgT5WN7QgkNogiCIAgiwOF5P2iieBpE+Ru6nUcQBEEQBOEFNBNFEDcwLJeWQ2RJafVBay4ItlWsNFm/Wvm7vPUBZGuSJ/omSoZAN+QMRtG4EejpvMCEBlEEQRAEEeDQICowodt5BEEQBEEQXkAzUQRBEAQR4NBMVGBCgyiCuAGoUP761IkQpc/1qjkKdMhsMzChQRRBEARBBDgOhx3wcRDloJkovxM0mqh//vkHDz74ICpXrozo6Gi0aNEC69evl9Q5ceIEunTpgnLlyqFy5coYNmwYCgsLyyhigiAIgiCuZ4JmENW5c2cUFxdj3bp12LlzJxo1aoT7778f2dnZAAC73Y7OnTvj6tWr2LhxI5YuXYply5bh+eefL+PICYIgCMI3mCbK1xfhX4Lidt65c+dw6NAhfPjhh7jtttsAANOmTcPcuXOxd+9exMfHY82aNdi3bx9OnjyJxMREAMAbb7yBfv36ITMzE9HR0WW5CQRBEAThNSQsD0yCYiaqUqVKuPXWW7F48WJcvXoVxcXFePfddxEXF4cmTZoAADZv3oz69esLAygA6NixIwoKCrBz507NvgsKCpCbmyt5EQRBEARBeCIoZqI4jsPatWvx4IMPIioqChaLBXFxcfj+++9RoUIFAEB2djbi4uIk7SpWrIiwsDDhlp8aU6dOxaRJk0oyfIIgCILwDbsdvMXHmSRKQOx3ynQmKiMjAxzH6b527NgBnucxePBgVKlSBb/++iu2bduGBx98EPfffz/OnDkj9MdxylQTPM+rljPGjRuHnJwc4XXy5MkS2VaCIAiC8BaWgNinFyUg9jtlOogaOnQo/v77b91X/fr1sW7dOnz77bdYunQpWrRogdtvvx1z585FREQEsrKyAADx8fGKGaeLFy+iqKhIMUMlxmazITo6WvIiCIIgCMI4DzzwAJKSkhAeHo6EhAT07t0bp0+fltS5Hp+gL9PbeZUrV0blypU91rt2zZnw0mKRjvksFgscLvOw9PR0ZGZm4syZM0hISAAArFmzBjabTdBNEQRBEEQwwjscPvtElaTZZtu2bfG///0PCQkJOHXqFEaPHo1HHnkEmzZtAuB+gv6mm27Cxo0bcf78efTt2xc8z2POnDklFldJExSaqPT0dFSsWBF9+/bFhAkTEBERgffeew9Hjx5F586dAQAdOnRAamoqevfujenTp+PChQsYPXo0Bg4cSLNLBEEQRFDD+8FssySfzhs5cqTwPjk5GS+++CK6du2KoqIihIaGXrdP0AfF03mVK1fG999/jytXrqBdu3ZIS0vDxo0b8dVXX6Fhw4YAAKvVilWrViE8PBwtWrRA9+7d0bVrV8yYMaOMoycIgiCIwEH+RHpBQYFf+79w4QI++eQTNG/eHKGhoQC8f4I+0AmKmSgASEtLww8//KBbJykpCd9++20pRUQQBEEQpYPzdp5vt+PY7bzq1atLyidOnIiMjAyf+gaAF154AW+//TauXbuGO++8U/J77O0T9IFOUMxEEQRBEMSNjD8dy0+ePCl5Kn3cuHGq6zT6BD1jzJgx2LVrF9asWQOr1Yo+ffqA53lhuTdP0Ac6QTMTRRAEQRA3Kv7URBl9En3o0KF47LHHdOvUqFFDeM8eFqtduzZuvfVWVK9eHVu2bEF6ejri4+OxdetWSVsjT9AHOjSIIgiCIAhCgdEn6NVgM1BMb3W9PkFPgyiCIAiCCHAcDju4AH06b9u2bdi2bRtatmyJihUr4siRI5gwYQJuvvlmpKenA7h+n6AnTRRBEARBBDi83QHebvfxVTI+UREREVi+fDnuvvtu1KlTBwMGDED9+vWxYcMG2Gw2ANfvE/Q0E0UQBEEQhNc0aNAA69at81jvenyCngZRBEEQBBHg8LwfhOWUO8/v0CCKIAiCIAIc3mEHuMDURN3IkCaKIAiCIAjCC2gmiiAIgiACHJqJCkxoEEUQBEEQAQ4NogITGkTJYAZhubm5ZRwJQRAEEeiw3wpxepMSwV4En9dgL/JHJIQIGkTJuHz5MgBlgkaCIAiC0OLy5cuIiYnxe79hYWGIj49H9r7P/dJffHw8wsLC/NIXAXB8iQ+fgwuHw4EDBw4gNTUVJ0+eDGonVTVyc3NRvXp12rYgg7YtOLmetw24vrfP6LbxPI/Lly8jMTERFkvJPKuVn5+PwsJCv/QVFhaG8PBwv/RF0EyUAovFgqpVqwIwnqQxGKFtC05o24KT63nbgOt7+4xsW0nMQIkJDw+ngU+AQhYHBEEQBEEQXkCDKIIgCIIgCC+gQZQKNpsNEydOFBInXk/QtgUntG3ByfW8bcD1vX3X87YR/oOE5QRBEARBEF5AM1EEQRAEQRBeQIMogiAIgiAIL6BBFEEQBEEQhBfQIIogCIIgCMILaBAlY+7cuUhJSUF4eDiaNGmCX3/9taxDMk1GRgY4jpO84uPjheU8zyMjIwOJiYmIiIhAmzZtsHfv3jKMWJtffvkFXbp0QWJiIjiOw8qVKyXLjWxLQUEBnnvuOVSuXBnlypXDAw88gP/7v/8rxa1Qx9O29evXT3Ec77zzTkmdQN22qVOnomnTpoiKikKVKlXQtWtXHDhwQFInWI+dkW0L1mM3b9483HbbbYLBZHp6OlavXi0sD9ZjBnjetmA9ZkTZQoMoEZ999hlGjBiB8ePHY9euXbjrrrtw77334sSJE2Udmmnq1auHM2fOCK89e/YIy15//XXMnDkTb7/9NrZv3474+Hi0b99eyBsYSFy9ehUNGzbE22+/rbrcyLaMGDECK1aswNKlS7Fx40ZcuXIF999/P+z2ss1o7mnbAKBTp06S4/jdd99Jlgfqtm3YsAFDhgzBli1bsHbtWhQXF6NDhw64evWqUCdYj52RbQOC89hVq1YN06ZNw44dO7Bjxw60a9cODz74oDBQCtZjBnjeNiA4jxlRxvCEwB133MEPGjRIUla3bl3+xRdfLKOIvGPixIl8w4YNVZc5HA4+Pj6enzZtmlCWn5/Px8TE8PPnzy+lCL0DAL9ixQrhs5FtuXTpEh8aGsovXbpUqHPq1CneYrHw33//fanF7gn5tvE8z/ft25d/8MEHNdsEy7bxPM+fPXuWB8Bv2LCB5/nr69jJt43nr69jV7FiRf7999+/ro4Zg20bz19fx4woPWgmykVhYSF27tyJDh06SMo7dOiATZs2lVFU3nPw4EEkJiYiJSUFjz32GI4cOQIAOHr0KLKzsyXbabPZ0Lp166DbTiPbsnPnThQVFUnqJCYmon79+kGxvT///DOqVKmC2rVrY+DAgTh79qywLJi2LScnBwAQGxsL4Po6dvJtYwT7sbPb7Vi6dCmuXr2K9PT06+qYybeNEezHjCh9KAGxi3PnzsFutyMuLk5SHhcXh+zs7DKKyjuaNWuGxYsXo3bt2vj3338xefJkNG/eHHv37hW2RW07jx8/Xhbheo2RbcnOzkZYWBgqVqyoqBPox/Xee+/Fo48+iuTkZBw9ehQvv/wy2rVrh507d8JmswXNtvE8j1GjRqFly5aoX78+gOvn2KltGxDcx27Pnj1IT09Hfn4+ypcvjxUrViA1NVUYKATzMdPaNiC4jxlRdtAgSgbHcZLPPM8rygKde++9V3jfoEEDpKen4+abb0ZWVpYglLwetpPhzbYEw/b26NFDeF+/fn2kpaUhOTkZq1atQrdu3TTbBdq2DR06FH/++Sc2btyoWBbsx05r24L52NWpUwe7d+/GpUuXsGzZMvTt2xcbNmwQlgfzMdPattTU1KA+ZkTZQbfzXFSuXBlWq1XxH8XZs2cV/3kFG+XKlUODBg1w8OBB4Sm962E7jWxLfHw8CgsLcfHiRc06wUJCQgKSk5Nx8OBBAMGxbc899xy+/vprrF+/HtWqVRPKr4djp7VtagTTsQsLC8Mtt9yCtLQ0TJ06FQ0bNsTs2bOvi2OmtW1qBNMxI8oOGkS5CAsLQ5MmTbB27VpJ+dq1a9G8efMyiso/FBQU4O+//0ZCQgJSUlIQHx8v2c7CwkJs2LAh6LbTyLY0adIEoaGhkjpnzpzBX3/9FXTbe/78eZw8eRIJCQkAAnvbeJ7H0KFDsXz5cqxbtw4pKSmS5cF87DxtmxrBdOzk8DyPgoKCoD5mWrBtUyOYjxlRipS6lD2AWbp0KR8aGsp/8MEH/L59+/gRI0bw5cqV448dO1bWoZni+eef53/++Wf+yJEj/JYtW/j777+fj4qKErZj2rRpfExMDL98+XJ+z549/OOPP84nJCTwubm5ZRy5ksuXL/O7du3id+3axQPgZ86cye/atYs/fvw4z/PGtmXQoEF8tWrV+B9//JH//fff+Xbt2vENGzbki4uLy2qzeJ7X37bLly/zzz//PL9p0yb+6NGj/Pr16/n09HS+atWqQbFtzz77LB8TE8P//PPP/JkzZ4TXtWvXhDrBeuw8bVswH7tx48bxv/zyC3/06FH+zz//5P/3v//xFouFX7NmDc/zwXvMeF5/24L5mBFlCw2iZLzzzjt8cnIyHxYWxt9+++2Sx5aDhR49evAJCQl8aGgon5iYyHfr1o3fu3evsNzhcPATJ07k4+PjeZvNxrdq1Yrfs2dPGUaszfr163kAilffvn15nje2LXl5efzQoUP52NhYPiIigr///vv5EydOlMHWSNHbtmvXrvEdOnTgb7rpJj40NJRPSkri+/btq4g7ULdNbbsA8AsXLhTqBOux87RtwXzsBgwYIFz/brrpJv7uu+8WBlA8H7zHjOf1ty2YjxlRtnA8z/OlN+9FEARBEARxfUCaKIIgCIIgCC+gQRRBEARBEIQX0CCKIAiCIAjCC2gQRRAEQRAE4QU0iCIIgiAIgvACGkQRBEEQBEF4AQ2iCIIgCIIgvIAGUQThZ44dOwaO47B79+4S6Z/jOKxcudLr9j///DM4jgPHcejatatu3TZt2mDEiBFer4vQhx2HChUqlHUoBEF4AQ2iiOuKfv36eRwYlDTVq1fHmTNnUL9+fQDuQculS5fKNC45Bw4cwKJFi8o6jBsCrfPyzJkzmDVrVqnHQxCEf6BBFEH4GavVivj4eISEhJR1KLpUqVIlIGZAioqKyjqEMiM+Ph4xMTFlHQZBEF5CgyjihmLDhg244447YLPZkJCQgBdffBHFxcXC8jZt2mDYsGEYO3YsYmNjER8fj4yMDEkf+/fvR8uWLREeHo7U1FT8+OOPklts4tt5x44dQ9u2bQEAFStWBMdx6NevHwCgRo0ailmIRo0aSdZ38OBBtGrVSliXOIM849SpU+jRowcqVqyISpUq4cEHH8SxY8dM75urV6+iT58+KF++PBISEvDGG28o6hQWFmLs2LGoWrUqypUrh2bNmuHnn3+W1HnvvfdQvXp1REZG4qGHHsLMmTMlg7WMjAw0atQIH374IWrWrAmbzQae55GTk4Onn34aVapUQXR0NNq1a4c//vhD0vc333yDJk2aIDw8HDVr1sSkSZMkxy8jIwNJSUmw2WxITEzEsGHDDG27p+06f/48Hn/8cVSrVg2RkZFo0KABlixZIunjyy+/RIMGDRAREYFKlSrhnnvuwdWrV5GRkYGsrCx89dVXwu07+T4jCCI4Cex/lQnCj5w6dQr33Xcf+vXrh8WLF2P//v0YOHAgwsPDJQOXrKwsjBo1Clu3bsXmzZvRr18/tGjRAu3bt4fD4UDXrl2RlJSErVu34vLly3j++ec111m9enUsW7YMDz/8MA4cOIDo6GhEREQYitfhcKBbt26oXLkytmzZgtz/b+9uY5o62ziA/yu02lFrZDAKikXAwmYcG0aQFUIcMBEDFeO2LDC6ZbotLATj5ojKqC7OKJvDaFyCiQElJmDExqi8CAZdA5ti54bMipRBigyGMwRKFNByPR8M5/FYEMbjHkWvX9IPvd/vuxCunF7n0NfnlJ90+/ZtLFu2DFFRUfjxxx/h6uqK7du3Iz4+Hg0NDZDJZBM+n40bN6KmpgZGoxEqlQqbN2+G2WzGa6+9JrT58MMP0dbWhuLiYvj4+MBoNCI+Ph5XrlzBggULUFtbi08//RS7du1CUlISqqur8dVXXznNZbVacfToUZSWlsLFxQUAsHLlSri7u6OsrAyzZs1Cfn4+YmJicP36dbi7u6OyshKpqanYu3cvoqKi0NLSgo8//hgAYDAYcOzYMeTl5aG4uBgLFy5EV1eXUxA2lvH2NTAwgMWLFyMrKwtKpRKnT5/G+++/D39/f4SHh6OzsxPvvfcecnNzkZycDLvdDpPJBCLCF198AYvFgr6+PhQUFAAA3N3dJ/y5MMaeYk/2/x8z9njp9XrS6XSj1m3evJmCgoJoeHhYKNu/fz8pFApyOBxERBQdHU2RkZGifkuWLKGsrCwiIiovLydXV1fq7OwU6quqqggAGY1GIiJqbW0lAHT58mUiIqqpqSEA1NPTIxpXrVZTXl6eqCwkJIQMBgMREVVWVpKLiwu1t7cL9eXl5aK5Dh486LSnwcFBksvlVFlZOeo5jLYeu91OMpmMiouLhbJbt26RXC6nzMxMIiKyWq0kkUioo6NDNF5MTAxt2rSJiIjeffddWrlypag+JSWFZs2aJbw3GAwklUqpu7tbKDt79iwplUoaGBgQ9Q0ICKD8/HwiIoqKiqIdO3aI6ouKisjb25uIiHbv3k0ajYaGhoZG3fdYJrKv0SQkJNDnn39ORERms5kAUFtb26htH/VzWVBQIDofxtjUwVei2HPDYrEgIiICEolEKNNqtejv78eNGzcwb948AMCrr74q6uft7Y3u7m4A95OxfX19oVKphPqwsLB/bb3z5s3D3LlzhbKIiAhRG7PZDKvVipkzZ4rKBwYG0NLSMuG5WlpaMDQ0JBrf3d0dQUFBwvtffvkFRASNRiPqOzg4iBdffBHA/fNJTk4W1YeFheHUqVOiMrVaDU9PT9E++vv7hXFG3LlzR9iH2WxGfX09vvnmG6He4XBgYGAAt2/fxttvv409e/bA398f8fHxSEhIQGJi4ri5aRPZl8PhwM6dO1FSUoKOjg4MDg5icHAQbm5uAICQkBDExMRg0aJFWL58Od566y2sWbMGs2fPfuTcjLGpjYMo9twgIlEANVIGQFQulUpFbSQSCYaHh8ccY7KmTZsmzD/iwSTrh+seXidw/yu/xYsX48iRI05tHwxSxjPaXA8bHh6Gi4sLzGaz8BXcCIVCIYwz1hk/aCT4eHBsb2/vUXOFRvKphoeHsW3bNqxevdqpzYwZM+Dr64umpiZUVVWhuroa6enp+Pbbb3H+/Hmnz/Sf7mv37t3Iy8vDnj17sGjRIri5uWH9+vUYGhoCcP9mgqqqKtTV1eHMmTPYt28ftmzZggsXLmD+/Pljzs0Ym9o4iGLPjVdeeQWlpaWiP/R1dXWYOXMm5syZM6ExgoODYbPZ8Ndff8HLywsAUF9f/8g+I3lJDodDVO7p6YnOzk7hfV9fH1pbW0Xrtdls+PPPP+Hj4wMA+Omnn0RjhIaGoqSkREjGnqzAwEBIpVL8/PPPwhW5np4eXL9+HdHR0QCA119/HQ6HA93d3YiKihp1nODgYFy8eFFUdunSpXHnDw0NRVdXF1xdXeHn5zdmm6amJgQGBo45jlwuR1JSEpKSkvDZZ58hODgYV65cQWho6Jh9JrIvk8kEnU6H1NRUAPcDr+bmZrz88stCG4lEAq1WC61Wi5ycHKjVahiNRmzYsAEymczp82eMTX18dx575vT29uLXX38VvWw2G9LT09He3o6MjAxcu3YNJ06cgMFgwIYNGzBt2sR+FeLi4hAQEAC9Xo+GhgbU1tZiy5YtAJyvEo1Qq9WQSCQ4deoUbt68if7+fgDAm2++iaKiIphMJjQ2NkKv14uuhMTGxiIoKAhpaWn47bffYDKZhLlGpKSkwMPDAzqdDiaTCa2trTh//jwyMzNx48aNCZ+ZQqHARx99hI0bN+Ls2bNobGzEBx98IDoXjUaDlJQUpKWl4fjx42htbUV9fT127dqFsrIyAEBGRgbKysrw/fffo7m5Gfn5+SgvLx/36l1sbCwiIiKwatUqVFZWoq2tDXV1dcjOzhaCsJycHBw+fBhbt27F77//DovFgpKSEmRnZwMACgsLcfDgQTQ2NuKPP/5AUVER5HI51Gr1I+eeyL4CAwOFK00WiwWffPIJurq6hDEuXLiAHTt24NKlS7DZbDh+/Dhu3rwpBFl+fn5oaGhAU1MT/v777+f6sQ6MPVOeUC4WY/8KvV5PAJxeer2eiIjOnTtHS5YsIZlMRiqVirKysuju3btC/+joaCGReoROpxP6ExFZLBbSarUkk8koODiYTp48SQCooqKCiJwTy4mIvv76a1KpVCSRSISxent76Z133iGlUkm+vr5UWFgoSiwnImpqaqLIyEiSyWSk0WiooqJClFhORNTZ2UlpaWnk4eFB06dPJ39/f1q3bh319vaOekZjJbrb7XZKTU2lF154gby8vCg3N9fpPIaGhignJ4f8/PxIKpWSSqWi5ORkamhoENocOHCA5syZQ3K5nFatWkXbt28nlUol1BsMBgoJCXFaV19fH2VkZJCPjw9JpVLy9fWllJQUstlsQpuKigp64403SC6Xk1KppLCwMDpw4AARERmNRgoPDyelUklubm60dOlSqq6uHvUMHjbevm7dukU6nY4UCgW99NJLlJ2dTWlpaUKy+NWrV2n58uXk6elJ06dPJ41GQ/v27RPG7+7upri4OFIoFASAampqhDpOLGds6pIQTSAZgjE2ptraWkRGRsJqtSIgIOBJL2dc586dw7Jly9DT0/N/edjmunXrcO3aNZhMpn99rqmosLAQ69evf+qeaM8YGx/nRDH2DxmNRigUCixYsABWqxWZmZnQarVTIoB60Ny5c5GYmOj00Mj/1XfffYe4uDi4ubmhvLwchw4dwg8//PBY53hWKBQK3Lt3DzNmzHjSS2GMTQIHUYz9Q3a7HV9++SXa29vh4eGB2NjYUZ/u/bQKDw9Hc3MzgP/effY4Xbx4Ebm5ubDb7fD398fevXuxdu3axz7PRJlMJqxYsWLM+pEctSdh5J9UP3xXIGNsauCv8xhjz7Q7d+6go6NjzPpH3e3HGGOPwkEUY4wxxtgk8CMOGGOMMcYmgYMoxhhjjLFJ4CCKMcYYY2wSOIhijDHGGJsEDqIYY4wxxiaBgyjGGGOMsUngIIoxxhhjbBI4iGKMMcYYm4T/AMpdgpFfmjHuAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sst.isel(time=0).plot()"
    ]
@@ -125,7 +599,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -138,27 +612,480 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16625b210>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x300 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "s_eofs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16a203110>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1300x300 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "s_pcs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
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+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
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+       "  margin-top: 0;\n",
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+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;explained_variance_ratio&#x27; (mode: 4)&gt; Size: 32B\n",
+       "array([0.82575411, 0.03647744, 0.02654952, 0.01653281])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:13:21\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'explained_variance_ratio'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>mode</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-267b4f1b-c6e4-41de-9343-3e9223598a33' class='xr-array-in' type='checkbox' checked><label for='section-267b4f1b-c6e4-41de-9343-3e9223598a33' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.8258 0.03648 0.02655 0.01653</span></div><div class='xr-array-data'><pre>array([0.82575411, 0.03647744, 0.02654952, 0.01653281])</pre></div></div></li><li class='xr-section-item'><input id='section-ef7afec3-b9b2-4c30-a409-cc0eefdd3634' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ef7afec3-b9b2-4c30-a409-cc0eefdd3634' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mode</span></div><div class='xr-var-dims'>(mode)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4</div><input id='attrs-e103070e-9f6e-432a-9438-697afec6b451' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e103070e-9f6e-432a-9438-697afec6b451' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d13ae299-c85e-4d82-b08d-3b02bbc36876' class='xr-var-data-in' type='checkbox'><label for='data-d13ae299-c85e-4d82-b08d-3b02bbc36876' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-71321aff-86d7-4d00-9af1-0a212185746b' class='xr-section-summary-in' type='checkbox'  ><label for='section-71321aff-86d7-4d00-9af1-0a212185746b' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ba6dd7c7-b36e-4b06-a4bd-23949194aeec' class='xr-index-data-in' type='checkbox'/><label for='index-ba6dd7c7-b36e-4b06-a4bd-23949194aeec' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4], dtype=&#x27;int64&#x27;, name=&#x27;mode&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-02ad0d78-2dcc-42ab-87e5-dc13e18e9f72' class='xr-section-summary-in' type='checkbox'  ><label for='section-02ad0d78-2dcc-42ab-87e5-dc13e18e9f72' class='xr-section-summary' >Attributes: <span>(16)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>model :</span></dt><dd>EOF analysis</dd><dt><span>software :</span></dt><dd>xeofs</dd><dt><span>version :</span></dt><dd>2.3.2</dd><dt><span>date :</span></dt><dd>2024-06-07 15:13:21</dd><dt><span>n_modes :</span></dt><dd>4</dd><dt><span>center :</span></dt><dd>True</dd><dt><span>standardize :</span></dt><dd>False</dd><dt><span>use_coslat :</span></dt><dd>True</dd><dt><span>check_nans :</span></dt><dd>True</dd><dt><span>sample_name :</span></dt><dd>sample</dd><dt><span>feature_name :</span></dt><dd>feature</dd><dt><span>random_state :</span></dt><dd>None</dd><dt><span>verbose :</span></dt><dd>False</dd><dt><span>compute :</span></dt><dd>True</dd><dt><span>solver :</span></dt><dd>auto</dd><dt><span>solver_kwargs :</span></dt><dd>{}</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'explained_variance_ratio' (mode: 4)> Size: 32B\n",
+       "array([0.82575411, 0.03647744, 0.02654952, 0.01653281])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:13:21\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "s_expvar"
    ]
@@ -172,9 +1099,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x16a403a50>]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "s_pcs.sel(mode=1, time=slice('1900', '1903')).plot(figsize=(8, 3))"
    ]
@@ -188,7 +1136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -205,7 +1153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -217,7 +1165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -233,7 +1181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -246,27 +1194,480 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16a4d0f50>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x300 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ds_eofs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16b1474d0>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x300 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ds_pcs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
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+       ".xr-wrap {\n",
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+       "  min-width: 300px;\n",
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+       ".xr-text-repr-fallback {\n",
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+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
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+       "\n",
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+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;explained_variance_ratio&#x27; (mode: 4)&gt; Size: 32B\n",
+       "array([0.12226184, 0.04733037, 0.034539  , 0.03201537])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:14:36\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'explained_variance_ratio'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>mode</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4f71b464-335e-4ddc-a135-ed439e68ad2b' class='xr-array-in' type='checkbox' checked><label for='section-4f71b464-335e-4ddc-a135-ed439e68ad2b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.1223 0.04733 0.03454 0.03202</span></div><div class='xr-array-data'><pre>array([0.12226184, 0.04733037, 0.034539  , 0.03201537])</pre></div></div></li><li class='xr-section-item'><input id='section-147f07b3-ad39-4af4-a5f4-1c3c5a7332fd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-147f07b3-ad39-4af4-a5f4-1c3c5a7332fd' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mode</span></div><div class='xr-var-dims'>(mode)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4</div><input id='attrs-a7d9fec5-cb0f-4e8e-a9c1-839aeef997df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a7d9fec5-cb0f-4e8e-a9c1-839aeef997df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9a86685-881f-45d2-8fdf-a71da54f74cf' class='xr-var-data-in' type='checkbox'><label for='data-f9a86685-881f-45d2-8fdf-a71da54f74cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1f3c2dbf-e24b-4783-9ee2-537633bf739d' class='xr-section-summary-in' type='checkbox'  ><label for='section-1f3c2dbf-e24b-4783-9ee2-537633bf739d' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e339b22d-deaf-4231-93b7-a71fa6b458e7' class='xr-index-data-in' type='checkbox'/><label for='index-e339b22d-deaf-4231-93b7-a71fa6b458e7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4], dtype=&#x27;int64&#x27;, name=&#x27;mode&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ae989cec-6b1a-48e3-b655-2e57ac6114f8' class='xr-section-summary-in' type='checkbox'  ><label for='section-ae989cec-6b1a-48e3-b655-2e57ac6114f8' class='xr-section-summary' >Attributes: <span>(16)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>model :</span></dt><dd>EOF analysis</dd><dt><span>software :</span></dt><dd>xeofs</dd><dt><span>version :</span></dt><dd>2.3.2</dd><dt><span>date :</span></dt><dd>2024-06-07 15:14:36</dd><dt><span>n_modes :</span></dt><dd>4</dd><dt><span>center :</span></dt><dd>True</dd><dt><span>standardize :</span></dt><dd>False</dd><dt><span>use_coslat :</span></dt><dd>True</dd><dt><span>check_nans :</span></dt><dd>True</dd><dt><span>sample_name :</span></dt><dd>sample</dd><dt><span>feature_name :</span></dt><dd>feature</dd><dt><span>random_state :</span></dt><dd>None</dd><dt><span>verbose :</span></dt><dd>False</dd><dt><span>compute :</span></dt><dd>True</dd><dt><span>solver :</span></dt><dd>auto</dd><dt><span>solver_kwargs :</span></dt><dd>{}</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'explained_variance_ratio' (mode: 4)> Size: 32B\n",
+       "array([0.12226184, 0.04733037, 0.034539  , 0.03201537])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:14:36\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "ds_expvar"
    ]
@@ -289,7 +1690,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -298,7 +1699,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -311,40 +1712,514 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16b2a8090>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x300 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ep_eofs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16b487150>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1300x300 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ep_pcs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<defs>\n",
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+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
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+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
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+       "\n",
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+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
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+       "\n",
+       ".xr-section-inline-details {\n",
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+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
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+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
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+       "  display: inline-block;\n",
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+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
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+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
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+       "\n",
+       ".xr-index-preview {\n",
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+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
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+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
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+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
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+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;explained_variance_ratio&#x27; (mode: 4)&gt; Size: 32B\n",
+       "array([0.32955431, 0.08712222, 0.05315635, 0.04717559])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:14:39\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'explained_variance_ratio'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>mode</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-cec3fe5b-7b3d-4946-ba8b-3618b0c338bb' class='xr-array-in' type='checkbox' checked><label for='section-cec3fe5b-7b3d-4946-ba8b-3618b0c338bb' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.3296 0.08712 0.05316 0.04718</span></div><div class='xr-array-data'><pre>array([0.32955431, 0.08712222, 0.05315635, 0.04717559])</pre></div></div></li><li class='xr-section-item'><input id='section-5c3ff1ac-a7c2-4310-9a91-fd47fd67e1e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5c3ff1ac-a7c2-4310-9a91-fd47fd67e1e3' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mode</span></div><div class='xr-var-dims'>(mode)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4</div><input id='attrs-8704404b-25c9-46b9-b1a5-70b83d37ee05' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8704404b-25c9-46b9-b1a5-70b83d37ee05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55a94049-a532-4695-972b-c6e8a10f366f' class='xr-var-data-in' type='checkbox'><label for='data-55a94049-a532-4695-972b-c6e8a10f366f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2de7d6fa-abfd-44cc-9fc1-a3ac9c17a6b9' class='xr-section-summary-in' type='checkbox'  ><label for='section-2de7d6fa-abfd-44cc-9fc1-a3ac9c17a6b9' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-655fa3f3-c80f-4474-8161-60626b167447' class='xr-index-data-in' type='checkbox'/><label for='index-655fa3f3-c80f-4474-8161-60626b167447' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4], dtype=&#x27;int64&#x27;, name=&#x27;mode&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-448e48c3-dc65-46e5-93a5-354ca7772dc7' class='xr-section-summary-in' type='checkbox'  ><label for='section-448e48c3-dc65-46e5-93a5-354ca7772dc7' class='xr-section-summary' >Attributes: <span>(16)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>model :</span></dt><dd>EOF analysis</dd><dt><span>software :</span></dt><dd>xeofs</dd><dt><span>version :</span></dt><dd>2.3.2</dd><dt><span>date :</span></dt><dd>2024-06-07 15:14:39</dd><dt><span>n_modes :</span></dt><dd>4</dd><dt><span>center :</span></dt><dd>True</dd><dt><span>standardize :</span></dt><dd>False</dd><dt><span>use_coslat :</span></dt><dd>True</dd><dt><span>check_nans :</span></dt><dd>True</dd><dt><span>sample_name :</span></dt><dd>sample</dd><dt><span>feature_name :</span></dt><dd>feature</dd><dt><span>random_state :</span></dt><dd>None</dd><dt><span>verbose :</span></dt><dd>False</dd><dt><span>compute :</span></dt><dd>True</dd><dt><span>solver :</span></dt><dd>auto</dd><dt><span>solver_kwargs :</span></dt><dd>{}</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'explained_variance_ratio' (mode: 4)> Size: 32B\n",
+       "array([0.32955431, 0.08712222, 0.05315635, 0.04717559])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:14:39\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "ep_expvar"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'ENSO Index (detrended equatorial Pacific SSTA EOF1)')"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x260 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots(1, 1, figsize=(10, 2), dpi=130)\n",
     "plt.fill_between(ep_pcs.time, ep_pcs.isel(mode=0).where(ep_pcs.isel(mode=0) > 0), color='r')\n",
@@ -365,9 +2240,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'ENSO Index (detrended equatorial Pacific SSTA EOF1)')"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x260 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots(1, 1, figsize=(10, 2), dpi=130)\n",
     "plt.fill_between(ep_pcs.time, ep_pcs.isel(mode=0).where(ep_pcs.isel(mode=0) > 0), color='r')\n",
@@ -397,7 +2293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -406,7 +2302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -419,40 +2315,514 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16c01aa50>"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x300 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "np_eofs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xarray.plot.facetgrid.FacetGrid at 0x16c152410>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1300x300 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "np_pcs.plot(col='mode')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
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+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
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+       ".xr-var-data > table {\n",
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+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
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+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
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+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
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+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
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+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
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+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;explained_variance_ratio&#x27; (mode: 4)&gt; Size: 32B\n",
+       "array([0.17464065, 0.11074887, 0.072165  , 0.06702556])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:14:57\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'explained_variance_ratio'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>mode</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-69dd8349-2473-4317-81ef-c61ccebda5a1' class='xr-array-in' type='checkbox' checked><label for='section-69dd8349-2473-4317-81ef-c61ccebda5a1' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.1746 0.1107 0.07216 0.06703</span></div><div class='xr-array-data'><pre>array([0.17464065, 0.11074887, 0.072165  , 0.06702556])</pre></div></div></li><li class='xr-section-item'><input id='section-92ef9814-7ec6-4b55-b01b-d6a4ef540738' class='xr-section-summary-in' type='checkbox'  checked><label for='section-92ef9814-7ec6-4b55-b01b-d6a4ef540738' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mode</span></div><div class='xr-var-dims'>(mode)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4</div><input id='attrs-af6ac7a6-e71e-470d-ac87-a44c49361ac2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af6ac7a6-e71e-470d-ac87-a44c49361ac2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e42fdbdf-d6b8-40d7-ac58-7166928a6cd6' class='xr-var-data-in' type='checkbox'><label for='data-e42fdbdf-d6b8-40d7-ac58-7166928a6cd6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-48485af2-f65f-45c3-939f-daeaf6a4adaf' class='xr-section-summary-in' type='checkbox'  ><label for='section-48485af2-f65f-45c3-939f-daeaf6a4adaf' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d2943cc5-e4d8-49d2-96bf-1e7422007d10' class='xr-index-data-in' type='checkbox'/><label for='index-d2943cc5-e4d8-49d2-96bf-1e7422007d10' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4], dtype=&#x27;int64&#x27;, name=&#x27;mode&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3fa1bbcf-e162-4596-81c2-7bccf9ad4fc3' class='xr-section-summary-in' type='checkbox'  ><label for='section-3fa1bbcf-e162-4596-81c2-7bccf9ad4fc3' class='xr-section-summary' >Attributes: <span>(16)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>model :</span></dt><dd>EOF analysis</dd><dt><span>software :</span></dt><dd>xeofs</dd><dt><span>version :</span></dt><dd>2.3.2</dd><dt><span>date :</span></dt><dd>2024-06-07 15:14:57</dd><dt><span>n_modes :</span></dt><dd>4</dd><dt><span>center :</span></dt><dd>True</dd><dt><span>standardize :</span></dt><dd>False</dd><dt><span>use_coslat :</span></dt><dd>True</dd><dt><span>check_nans :</span></dt><dd>True</dd><dt><span>sample_name :</span></dt><dd>sample</dd><dt><span>feature_name :</span></dt><dd>feature</dd><dt><span>random_state :</span></dt><dd>None</dd><dt><span>verbose :</span></dt><dd>False</dd><dt><span>compute :</span></dt><dd>True</dd><dt><span>solver :</span></dt><dd>auto</dd><dt><span>solver_kwargs :</span></dt><dd>{}</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'explained_variance_ratio' (mode: 4)> Size: 32B\n",
+       "array([0.17464065, 0.11074887, 0.072165  , 0.06702556])\n",
+       "Coordinates:\n",
+       "  * mode     (mode) int64 32B 1 2 3 4\n",
+       "Attributes: (12/16)\n",
+       "    model:          EOF analysis\n",
+       "    software:       xeofs\n",
+       "    version:        2.3.2\n",
+       "    date:           2024-06-07 15:14:57\n",
+       "    n_modes:        4\n",
+       "    center:         True\n",
+       "    ...             ...\n",
+       "    feature_name:   feature\n",
+       "    random_state:   None\n",
+       "    verbose:        False\n",
+       "    compute:        True\n",
+       "    solver:         auto\n",
+       "    solver_kwargs:  {}"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "np_expvar"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'PDO Index (detrended North Pacific SSTA EOF1)')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x260 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots(1, 1, figsize=(10, 2), dpi=130)\n",
     "plt.fill_between(np_pcs.time, np_pcs.isel(mode=0).where(np_pcs.isel(mode=0) > 0), color='r')\n",
@@ -488,10 +2858,24 @@
    "metadata": {},
    "source": [
     "## Resources and references\n",
-    "Huang, B., Thorne, P. S., Banzon, V., Boyer, T. P., Chepurin, G. A., Lawrimore, J. H., Menne, M. J., Smith, T. J., Vose, R. S., & Zhang, H. (2017). Extended Reconstructed Sea Surface Temperature, Version 5 (ERSSTv5): Upgrades, Validations, and Intercomparisons. *Journal of Climate*, *30*(20), 8179–8205. https://doi.org/10.1175/jcli-d-16-0836.1\n",
-    "\n",
-    "Rieger et al., (2024). xeofs: Comprehensive EOF analysis in Python with xarray. *Journal of Open Source Software*, *9*(93), 6060, https://doi.org/10.21105/joss.06060"
+    "1. Scientific description of the ERSSTv5 data set: [Huang et al. (2017), doi:10.1175/jcli-d-16-0836.1](https://doi.org/10.1175/jcli-d-16-0836.1)\n",
+    "1. [xeofs documentation](https://xeofs.readthedocs.io/)\n",
+    "2. Paper describing the xeofs software: [Rieger et al., (2024) doi:10.21105/joss.06060](https://doi.org/10.21105/joss.06060)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -510,7 +2894,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.9"
   },
   "nbdime-conflicts": {
    "local_diff": [
diff --git a/notebooks/eof-intro.ipynb b/notebooks/eof-intro.ipynb
index b918471..7d74778 100644
--- a/notebooks/eof-intro.ipynb
+++ b/notebooks/eof-intro.ipynb
@@ -74,33 +74,33 @@
    "source": [
     "## Examples of use\n",
     "\n",
-    "EOF analysis (also called principal component analysis, PCA) has been applied to meteorological and oceanographic data since the 1940s and 1970s, respectively (Preisendorfer 1988). Here are a few examples of its use:\n",
+    "EOF analysis (also called principal component analysis, PCA) has been applied to meteorological and oceanographic data since the 1940s and 1970s, respectively {cite:p}`Preisendorfer:1988a`. Here are a few examples of its use:\n",
     "\n",
     "### Identifying climate modes: the Pacific Decadal Oscillation\n",
     "\n",
-    "The Pacific Decadal Oscillation (PDO) is a mode of climate variability characterized by decadal-scale sea surface temperature (SST) anomalies in the North Pacific. As typically defined, the positive/warm phase of PDO occurs when the SSTs off the west coast of North America are anomalously warm and the eastern/interior North Pacific is anomalously cold (and vice versa for the negative/cold phase). Since its identification and naming in the 1990s, PDO has been defined as the leading (i.e., first) EOF in North Pacific SST anomalies (Mantua and Hare 2002). This is the same definition used by [NOAA in their PDO index](https://www.ncei.noaa.gov/access/monitoring/pdo/).\n",
+    "The Pacific Decadal Oscillation (PDO) is a mode of climate variability characterized by decadal-scale sea surface temperature (SST) anomalies in the North Pacific. As typically defined, the positive/warm phase of PDO occurs when the SSTs off the west coast of North America are anomalously warm and the eastern/interior North Pacific is anomalously cold (and vice versa for the negative/cold phase). Since its identification and naming in the 1990s, PDO has been defined as the leading (i.e., first) EOF in North Pacific SST anomalies {cite:p}`Mantua:2002a`. This is the same definition used by [NOAA in their PDO index](https://www.ncei.noaa.gov/access/monitoring/pdo/).\n",
     "\n",
     "| ![PDO](images/mantua_hare_1.PNG) |\n",
     "|:--:|\n",
-    "| Adapted from Mantua and Hare (2002). The three plots on the top show the EOFs for SST, sea level pressure, and surface wind stress, while the time series at the bottom is the associated PC. |\n",
+    "| Adapted from {cite:p}`Mantua:2002a`. The three plots on the top show the EOFs for SST, sea level pressure, and surface wind stress, while the time series at the bottom is the associated PC. |\n",
     "\n",
     "Besides the modes of variability already mentioned, an EOF analysis can also be used to identify the Northern and Southern Annular Modes (NAM and SAM), the Atlantic Multidecadal Oscillation/Variability (AMO/V), the zonal wave 3 pattern (ZW3) of both hemispheres, and others.\n",
     "\n",
     "### Identifying patterns across an ensemble\n",
     "\n",
-    "While an EOF analysis is usually applied to data that is a function of space and time, it can also be used with data that is a function of space and *ensemble member*. Then the analysis may be able to identify the most important patterns that characterize the differences between ensemble members. Tokinaga et al. (2012) perform an EOF analysis on an ensemble of 100 realizations of observed SSTs in order to understand the uncertainty in the zonal SST gradient in the tropical Pacific.\n",
+    "While an EOF analysis is usually applied to data that is a function of space and time, it can also be used with data that is a function of space and *ensemble member*. Then the analysis may be able to identify the most important patterns that characterize the differences between ensemble members. {cite:t}`Tokinaga:2012a` perform an EOF analysis on an ensemble of 100 realizations of observed SSTs in order to understand the uncertainty in the zonal SST gradient in the tropical Pacific.\n",
     "\n",
     "| ![Pacific EOF](images/tokinaga_eof.PNG)![Pacific PC vs. SST gradient](images/tokinaga_pcs.PNG) |\n",
     "|:--:|\n",
-    "| Adapted from Tokinaga et al. (2012). The left plot shows the leading EOF (with 83.6% variance fraction) of tropical Pacific SST across 100 realizations of observed SSTs. The right plot shows the PC (in this case, a single value instead of a time series) associated with the EOF plotted against the zonal SST gradient in the tropical Pacific for each ensemble member. |\n",
+    "| Adapted from {cite:t}`Tokinaga:2012a`. The left plot shows the leading EOF (with 83.6% variance fraction) of tropical Pacific SST across 100 realizations of observed SSTs. The right plot shows the PC (in this case, a single value instead of a time series) associated with the EOF plotted against the zonal SST gradient in the tropical Pacific for each ensemble member. |\n",
     "\n",
     "### Isolating the global warming signal\n",
     "\n",
-    "To isolate the global warming signal from internal variability, it is common to run a climate model multiple times&mdash;with the same anthropogenic emissions and slightly different initial conditions&mdash;and take the average response across the ensemble. With enough ensemble members, the internal variability should mostly cancel out, identifying the ensemble average with the model's response to the emissions. Unfortunately, we cannot use this method on Earth's actual climate, which only has one realization. As you will see in [Finding Climate Modes with EOFs](climate-modes-xeofs), the long-term warming trend will be apparent in an EOF analysis of observed SSTs if the data is not detrended, but it is not cleanly separated from internal variability. Wills et al. (2018) develop a method, which they call low-frequency component analysis (LFCA), that can more cleanly separate out the warming trend. After perfoming an EOF analysis, their method finds a linear combination of the EOFs that maximizes the variance fraction at low frequencies (see their paper for more details).\n",
+    "To isolate the global warming signal from internal variability, it is common to run a climate model multiple times&mdash;with the same anthropogenic emissions and slightly different initial conditions&mdash;and take the average response across the ensemble. With enough ensemble members, the internal variability should mostly cancel out, identifying the ensemble average with the model's response to the emissions. Unfortunately, we cannot use this method on Earth's actual climate, which only has one realization. As you will see in [Finding Climate Modes with EOFs](climate-modes-xeofs), the long-term warming trend will be apparent in an EOF analysis of observed SSTs if the data is not detrended, but it is not cleanly separated from internal variability. {cite:t}`Wills:2018a` develop a method, which they call low-frequency component analysis (LFCA), that can more cleanly separate out the warming trend. After perfoming an EOF analysis, their method finds a linear combination of the EOFs that maximizes the variance fraction at low frequencies (see their paper for more details).\n",
     "\n",
     "| ![LFCA](images/wills_1.PNG) |\n",
     "|:--:|\n",
-    "| Adapted from Wills et al. (2018). Three leading low frequency patterns (LFPs, similar to EOFs) and their corresponding low frequency components (LFCs, similar to PCs) for Pacific SST anomalies. This method is able to separate the global warming trend from PDO and ENSO. |"
+    "| Adapted from {cite:t}`Wills:2018a`. Three leading low frequency patterns (LFPs, similar to EOFs) and their corresponding low frequency components (LFCs, similar to PCs) for Pacific SST anomalies. This method is able to separate the global warming trend from PDO and ENSO. |"
    ]
   },
   {
@@ -124,7 +124,7 @@
    "source": [
     "## Deriving the eigenvalue problem\n",
     "\n",
-    "As an aside, it is not obvious why solving the eigenvalue problem for the covariance matrix results in spatial patterns that align well with the data. The following explanation follows those given by Preisendorfer (1988), Peixoto et al. (1992), and Björnsson and Venegas (1997).\n",
+    "As an aside, it is not obvious why solving the eigenvalue problem for the covariance matrix results in spatial patterns that align well with the data. The following explanation follows those given by {cite:t}`Preisendorfer:1988a`, {cite:t}`physicsofclimate`, and {cite:t}`Bjornsson:1997a`.\n",
     "\n",
     "Let $f(x, t)$ be a geophysical field recorded over locations $x_1, x_2, \\dots, x_M$ and times $t_1, t_2, \\dots, t_N$. In matrix notation, we can write each map of $M$ locations as the column vector $\\mathbf{f}_n=\\begin{bmatrix}f_{1n} & f_{2n} & \\cdots & f_{Mn}\\end{bmatrix}^\\mathrm T$, where $n=1, \\dots, N$. We then have an $M\\times N$ matrix that can be written as $\\mathbf F=\\begin{bmatrix}\\mathbf{f}_1 & \\mathbf{f}_2 & \\cdots & \\mathbf{f}_N\\end{bmatrix}$. \n",
     "\n",
@@ -132,7 +132,7 @@
     "\n",
     "| ![EOF clustering](images/peixoto_b1.PNG) |\n",
     "|:--:|\n",
-    "| Adapted from Peixoto et al. (1992). |\n",
+    "| Adapted from {cite:t}`physicsofclimate`. |\n",
     "\n",
     "This is now an optimization problem. To maximize the alignment between the basis and observations, we will maximize the projection of the vectors $\\mathbf f_n$ onto each basis vector using the sum of squares:\n",
     "\\begin{equation}\n",
@@ -185,7 +185,7 @@
     "In this notebook, we covered some background on EOFs, the steps required to carry out an EOF analysis, and some of the math behind the analysis.\n",
     "\n",
     "### What's next?\n",
-    "In the next notebook, we will use a package called `xeofs` to find climate modes in SST data."
+    "In the next notebook, we will use a package called [xeofs](https://xeofs.readthedocs.io/) to find climate modes in SST data."
    ]
   },
   {
@@ -194,18 +194,20 @@
    "source": [
     "## Resources and references\n",
     "\n",
-    "Björnsson, H., & Venegas, S. A. (1997). A manual for EOF and SVD analyses of climatic data. *CCGCR Report*, *97*(1), 112-134.\n",
-    "\n",
-    "Mantua, N. J., & Hare, S. R. (2002). The Pacific Decadal Oscillation. *Journal of Oceanography*, *58*, 35-44.\n",
-    "\n",
-    "Peixoto, J. P., Oort, A. H., & Lorenz, E. N. (1992). *Physics of climate* (Vol. 520). New York: American Institute of Physics.\n",
-    "\n",
-    "Preisendorfer, R. Ä. N. Ü. (1988). Principal component analysis in meteorology and oceanography. *Elsevier Sci. Publ.*, *17*, 425.\n",
-    "\n",
-    "Tokinaga, H., Xie, S. P., Deser, C., Kosaka, Y., & Okumura, Y. M. (2012). Slowdown of the Walker circulation driven by tropical Indo-Pacific warming. *Nature*, *491*(7424), 439-443.\n",
-    "\n",
-    "Wills, R. C., Schneider, T., Wallace, J. M., Battisti, D. S., & Hartmann, D. L. (2018). Disentangling global warming, multidecadal variability, and El Niño in Pacific temperatures. *Geophysical Research Letters*, *45*(5), 2487-2496."
+    "1. [Björnsson, H., & Venegas, S. A. (1997). A manual for EOF and SVD analyses of climatic data. *Centre for Climate and Global Change Research report 97-1*, McGill University, Montreal.](http://geog.mcgill.ca/gec3/wp-content/uploads/2009/03/Report-no.-1997-1.pdf)\n",
+    "1. [Mantua, N. J., & Hare, S. R. (2002). The Pacific Decadal Oscillation. *Journal of Oceanography*, *58*, 35-44, doi:10.1023/A:1015820616384](https://doi.org/10.1023/A:1015820616384)\n",
+    "1. Peixoto, J. P. and Oort, A. H. (1992). *Physics of climate*. New York: American Institute of Physics.\n",
+    "1. Preisendorfer, R. W. and C. D. Morley (1988). Principal component analysis in meteorology and oceanography. Vol. 17 of *Developments in atmospheric science*, Elsevier Sci. Publ..\n",
+    "1. [Tokinaga, H., Xie, S. P., Deser, C., Kosaka, Y., & Okumura, Y. M. (2012). Slowdown of the Walker circulation driven by tropical Indo-Pacific warming. *Nature*, *491*(7424), 439-443, doi:10.1038/nature11576](https://doi.org/10.1038/nature11576)\n",
+    "1. [Wills, R. C., Schneider, T., Wallace, J. M., Battisti, D. S., & Hartmann, D. L. (2018). Disentangling global warming, multidecadal variability, and El Niño in Pacific temperatures. *Geophysical Research Letters*, *45*(5), 2487-2496, doi:10.1002/2017GL076327](https://doi.org/10.1002/2017GL076327)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -224,7 +226,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.9"
   },
   "nbdime-conflicts": {
    "local_diff": [
diff --git a/references.bib b/references.bib
new file mode 100644
index 0000000..a4ef8db
--- /dev/null
+++ b/references.bib
@@ -0,0 +1,121 @@
+%% This BibTeX bibliography file was created using BibDesk.
+%% https://bibdesk.sourceforge.io/
+
+%% Created for Rose, Brian at 2024-06-07 16:04:25 -0400 
+
+
+%% Saved with string encoding Unicode (UTF-8) 
+
+
+
+@article{Rieger:2024a,
+	author = {Niclas Rieger and Samuel J. Levang},
+	date-added = {2024-06-07 15:53:24 -0400},
+	date-modified = {2024-06-07 15:53:31 -0400},
+	doi = {10.21105/joss.06060},
+	journal = {Journal of Open Source Software},
+	number = {93},
+	pages = {6060},
+	publisher = {The Open Journal},
+	title = {xeofs: Comprehensive EOF analysis in Python with xarray},
+	url = {https://doi.org/10.21105/joss.06060},
+	volume = {9},
+	year = {2024},
+	bdsk-url-1 = {https://doi.org/10.21105/joss.06060}}
+
+@article{Huang:2017a,
+	address = {Boston MA, USA},
+	author = {Boyin Huang and Peter W. Thorne and Viva F. Banzon and Tim Boyer and Gennady Chepurin and Jay H. Lawrimore and Matthew J. Menne and Thomas M. Smith and Russell S. Vose and Huai-Min Zhang},
+	date-added = {2024-06-07 15:49:05 -0400},
+	date-modified = {2024-06-07 16:03:06 -0400},
+	doi = {10.1175/JCLI-D-16-0836.1},
+	journal = {Journal of Climate},
+	number = {20},
+	pages = {8179 - 8205},
+	publisher = {American Meteorological Society},
+	title = {Extended Reconstructed Sea Surface Temperature, Version 5 (ERSSTv5): Upgrades, Validations, and Intercomparisons},
+	volume = {30},
+	year = {2017},
+	bdsk-url-1 = {https://journals.ametsoc.org/view/journals/clim/30/20/jcli-d-16-0836.1.xml},
+	bdsk-url-2 = {https://doi.org/10.1175/JCLI-D-16-0836.1}}
+
+@techreport{Bjornsson:1997a,
+	address = {Montreal},
+	author = {H. Bj{\"o}rnsson and S. A. Venegas},
+	date-added = {2024-06-07 15:38:25 -0400},
+	date-modified = {2024-06-07 15:38:25 -0400},
+	institution = {McGill University Centre for Climate and Global Change Research},
+	number = {97-1},
+	title = {A Manual for {EOF} and {SVD} Analyses of Climatic Data},
+	url = {http://geog.mcgill.ca/gec3/wp-content/uploads/2009/03/Report-no.-1997-1.pdf},
+	year = {1997},
+	bdsk-file-1 = {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}}
+
+@book{physicsofclimate,
+	address = {New York},
+	author = {Peixoto, Jose P. and Abraham H. Oort},
+	date-added = {2024-06-07 15:32:29 -0400},
+	date-modified = {2024-06-07 15:45:07 -0400},
+	publisher = {American Institute of Physics },
+	title = {Physics of Climate},
+	year = {1992}}
+
+@article{Wills:2018a,
+	abstract = {Abstract A key challenge in climate science is to separate observed temperature changes into components due to internal variability and responses to external forcing. Extended integrations of forced and unforced climate models are often used for this purpose. Here we demonstrate a novel method to separate modes of internal variability from global warming based on differences in time scale and spatial pattern, without relying on climate models. We identify uncorrelated components of Pacific sea surface temperature variability due to global warming, the Pacific Decadal Oscillation (PDO), and the El Ni{\~n}o--Southern Oscillation (ENSO). Our results give statistical representations of PDO and ENSO that are consistent with their being separate processes, operating on different time scales, but are otherwise consistent with canonical definitions. We isolate the multidecadal variability of the PDO and find that it is confined to midlatitudes; tropical sea surface temperatures and their teleconnections mix in higher-frequency variability. This implies that midlatitude PDO anomalies are more persistent than previously thought.},
+	author = {Wills, Robert C. and Schneider, Tapio and Wallace, John M. and Battisti, David S. and Hartmann, Dennis L.},
+	date-added = {2024-06-07 15:30:20 -0400},
+	date-modified = {2024-06-07 16:03:37 -0400},
+	doi = {10.1002/2017GL076327},
+	journal = {Geophysical Research Letters},
+	keywords = {Pacific Decadal Oscillation, global warming, El Ni{\~n}o, internal variability},
+	number = {5},
+	pages = {2487-2496},
+	title = {Disentangling Global Warming, Multidecadal Variability, and El Ni{\~n}o in Pacific Temperatures},
+	volume = {45},
+	year = {2018},
+	bdsk-url-1 = {https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1002/2017GL076327},
+	bdsk-url-2 = {https://doi.org/10.1002/2017GL076327}}
+
+@article{Tokinaga:2012a,
+	abstract = {Changes in the Walker circulation, an enormous east--west atmospheric circulation over the equatorial Pacific Ocean, are shown to be driven by changes in zonal sea surface temperature gradients rather than by changes in the hydrological cycle, as previously suggested.},
+	author = {Tokinaga, Hiroki and Xie, Shang-Ping and Deser, Clara and Kosaka, Yu and Okumura, Yuko M.},
+	date = {2012/11/01},
+	date-added = {2024-06-07 15:28:33 -0400},
+	date-modified = {2024-06-07 16:04:25 -0400},
+	doi = {10.1038/nature11576},
+	id = {Tokinaga2012},
+	isbn = {1476-4687},
+	journal = {Nature},
+	number = {7424},
+	pages = {439--443},
+	title = {Slowdown of the Walker circulation driven by tropical Indo-Pacific warming},
+	volume = {491},
+	year = {2012},
+	bdsk-url-1 = {https://doi.org/10.1038/nature11576}}
+
+@article{Mantua:2002a,
+	abstract = {The Pacific Decadal Oscillation (PDO) has been described by some as a long-lived El Ni{\~n}o-like pattern of Pacific climate variability, and by others as a blend of two sometimes independent modes having distinct spatial and temporal characteristics of North Pacific sea surface temperature (SST) variability. A growing body of evidence highlights a strong tendency for PDO impacts in the Southern Hemisphere, with important surface climate anomalies over the mid-latitude South Pacific Ocean, Australia and South America. Several independent studies find evidence for just two full PDO cycles in the past century: ``cool''PDO regimes prevailed from 1890--1924 and again from 1947--1976, while ``warm''PDO regimes dominated from 1925--1946 and from 1977 through (at least) the mid-1990's. Interdecadal changes in Pacific climate have widespread impacts on natural systems, including water resources in the Americas and many marine fisheries in the North Pacific. Tree-ring and Pacific coral based climate reconstructions suggest that PDO variations---at a range of varying time scales---can be traced back to at least 1600, although there are important differences between different proxy reconstructions. While 20th Century PDO fluctuations were most energetic in two general periodicities---one from 15-to-25 years, and the other from 50-to-70 years---the mechanisms causing PDO variability remain unclear. To date, there is little in the way of observational evidence to support a mid-latitude coupled air-sea interaction for PDO, though there are several well-understood mechanisms that promote multi-year persistence in North Pacific upper ocean temperature anomalies.},
+	author = {Mantua, Nathan J. and Hare, Steven R.},
+	date = {2002/02/01},
+	date-added = {2024-06-07 15:27:03 -0400},
+	date-modified = {2024-06-07 16:03:58 -0400},
+	doi = {10.1023/A:1015820616384},
+	id = {Mantua2002},
+	isbn = {1573-868X},
+	journal = {Journal of Oceanography},
+	number = {1},
+	pages = {35--44},
+	title = {The Pacific Decadal Oscillation},
+	volume = {58},
+	year = {2002},
+	bdsk-url-1 = {https://doi.org/10.1023/A:1015820616384}}
+
+@book{Preisendorfer:1988a,
+	author = {R. W. Preisendorfer and C. D. Mobley},
+	date-added = {2024-06-07 15:23:19 -0400},
+	date-modified = {2024-06-07 15:25:45 -0400},
+	publisher = {Elsevier Sci. Pub.},
+	series = {Developments in atmospheric science},
+	title = {Principal component analysis in meteorology and oceanography},
+	volume = {17},
+	year = {1988}}
diff --git a/references.md b/references.md
new file mode 100644
index 0000000..3677f3d
--- /dev/null
+++ b/references.md
@@ -0,0 +1,5 @@
+# References
+
+```{bibliography}
+:style: plain
+```
\ No newline at end of file

From ae2a205dd3b10acfa258d532ca9d5e9296b9fca7 Mon Sep 17 00:00:00 2001
From: Robert Ford <50349951+r-ford@users.noreply.github.com>
Date: Fri, 7 Jun 2024 18:04:44 -0400
Subject: [PATCH 3/3] Update notebooks/eof-intro.ipynb

---
 notebooks/eof-intro.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/eof-intro.ipynb b/notebooks/eof-intro.ipynb
index 7d74778..e915580 100644
--- a/notebooks/eof-intro.ipynb
+++ b/notebooks/eof-intro.ipynb
@@ -82,7 +82,7 @@
     "\n",
     "| ![PDO](images/mantua_hare_1.PNG) |\n",
     "|:--:|\n",
-    "| Adapted from {cite:p}`Mantua:2002a`. The three plots on the top show the EOFs for SST, sea level pressure, and surface wind stress, while the time series at the bottom is the associated PC. |\n",
+    "| Adapted from {cite:t}`Mantua:2002a`. The three plots on the top show the EOFs for SST, sea level pressure, and surface wind stress, while the time series at the bottom is the associated PC. |\n",
     "\n",
     "Besides the modes of variability already mentioned, an EOF analysis can also be used to identify the Northern and Southern Annular Modes (NAM and SAM), the Atlantic Multidecadal Oscillation/Variability (AMO/V), the zonal wave 3 pattern (ZW3) of both hemispheres, and others.\n",
     "\n",